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<?xml version="1.0" encoding="utf-8" ?>
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<html xmlns="http://www.w3.org/1999/xhtml">
<head>
<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
<meta http-equiv="Content-Style-Type" content="text/css" />
<meta name="generator" content="pandoc" />
<meta name="author" content="郭耀仁" />
<meta name="date" content="2017-02-17" />
<title>分群模型（Clustering）</title>
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<script src="data:application/x-javascript;base64,/* slidy.js

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   http://www.w3.org/Consortium/Legal/copyright-software

   Defines single name "w3c_slidy" in global namespace
   Adds event handlers without trampling on any others
*/

// the slidy object implementation
var w3c_slidy = {
  // classify which kind of browser we're running under
  ns_pos: (typeof window.pageYOffset!='undefined'),
  khtml: ((navigator.userAgent).indexOf("KHTML") >= 0 ? true : false),
  opera: ((navigator.userAgent).indexOf("Opera") >= 0 ? true : false),
  ipad: ((navigator.userAgent).indexOf("iPad") >= 0 ? true : false),
  iphone: ((navigator.userAgent).indexOf("iPhone") >= 0 ? true : false),
  android: ((navigator.userAgent).indexOf("Android") >= 0 ? true : false),
  ie: (typeof document.all != "undefined" && !this.opera),
  ie6: (!this.ns_pos && navigator.userAgent.indexOf("MSIE 6") != -1),
  ie7: (!this.ns_pos && navigator.userAgent.indexOf("MSIE 7") != -1),
  ie8: (!this.ns_pos && navigator.userAgent.indexOf("MSIE 8") != -1),
  ie9: (!this.ns_pos && navigator.userAgent.indexOf("MSIE 9") != -1),

  // data for swipe and double tap detection on touch screens
  last_tap: 0,
  prev_tap: 0,
  start_x: 0,
  start_y: 0,
  delta_x: 0,
  delta_y: 0,

  // are we running as XHTML? (doesn't work on Opera)
  is_xhtml: /xml/.test(document.contentType),

  slide_number: 0, // integer slide count: 0, 1, 2, ...
  slide_number_element: null, // element containing slide number
  slides: [], // set to array of slide div's
  notes: [], // set to array of handout div's
  backgrounds: [], // set to array of background div's
  observers: [], // list of observer functions
  toolbar: null, // element containing toolbar
  title: null, // document title
  last_shown: null, // last incrementally shown item
  eos: null,  // span element for end of slide indicator
  toc: null, // table of contents
  outline: null, // outline element with the focus
  selected_text_len: 0, // length of drag selection on document
  view_all: 0,  // 1 to view all slides + handouts
  want_toolbar: true,  // user preference to show/hide toolbar
  mouse_click_enabled: true, // enables left click for next slide
  scroll_hack: 0, // IE work around for position: fixed
  disable_slide_click: false,  // used by clicked anchors

  lang: "en", // updated to language specified by html file

  help_anchor: null, // used for keyboard focus hack in showToolbar()
  help_page: "http://www.w3.org/Talks/Tools/Slidy2/help/help.html",
  help_text: "Navigate with mouse click, space bar, Cursor Left/Right, " +
             "or Pg Up and Pg Dn. Use S and B to change font size.",

  size_index: 0,
  size_adjustment: 0,
  sizes:  new Array("10pt", "12pt", "14pt", "16pt", "18pt", "20pt",
                    "22pt", "24pt", "26pt", "28pt", "30pt", "32pt"),

  // needed for efficient resizing
  last_width: 0,
  last_height: 0,


  // Needed for cross browser support for relative width/height on
  // object elements. The work around is to save width/height attributes
  // and then to recompute absolute width/height dimensions on resizing
   objects: [],

  // attach initialiation event handlers
  set_up: function () {
    var init = function() { w3c_slidy.init(); };
    if (typeof window.addEventListener != "undefined")
      window.addEventListener("load", init, false);
    else
      window.attachEvent("onload", init);
  },

  hide_slides: function () {
    if (document.body && !w3c_slidy.initialized)
      document.body.style.visibility = "hidden";
    else
      setTimeout(w3c_slidy.hide_slides, 50);
  },

  // hack to persuade IE to compute correct document height
  // as needed for simulating fixed positioning of toolbar
  ie_hack: function () {
    window.resizeBy(0,-1);
    window.resizeBy(0, 1);
  },

  init: function () {
    //alert("slidy starting test 10");
    document.body.style.visibility = "visible";
    this.init_localization();
    this.add_toolbar();
    this.wrap_implicit_slides();
    this.collect_slides();
    this.collect_notes();
    this.collect_backgrounds();
    this.objects = document.body.getElementsByTagName("object");
    this.patch_anchors();
    this.slide_number = this.find_slide_number(location.href);
    window.offscreenbuffering = true;
    this.size_adjustment = this.find_size_adjust();
    this.time_left = this.find_duration();
    this.hide_image_toolbar();  // suppress IE image toolbar popup
    this.init_outliner();  // activate fold/unfold support
    this.title = document.title;
    this.keyboardless = (this.ipad||this.iphone||this.android);

    if (this.keyboardless)
    {
      w3c_slidy.remove_class(w3c_slidy.toolbar, "hidden")
      this.want_toolbar = 0;
    }

    // work around for opera bug
    this.is_xhtml = (document.body.tagName == "BODY" ? false : true);

    if (this.slides.length > 0)
    {
      var slide = this.slides[this.slide_number];
   
      if (this.slide_number > 0)
      {
        this.set_visibility_all_incremental("visible");
        this.last_shown = this.previous_incremental_item(null);
        this.set_eos_status(true);
      }
      else
      {
        this.last_shown = null;
        this.set_visibility_all_incremental("hidden");
        this.set_eos_status(!this.next_incremental_item(this.last_shown));
      }

      this.set_location();
      this.add_class(this.slides[0], "first-slide");
      w3c_slidy.show_slide(slide);
    }

    this.toc = this.table_of_contents();

    this.add_initial_prompt();

    // bind event handlers without interfering with custom page scripts
    // Tap events behave too weirdly to support clicks reliably on
    // iPhone and iPad, so exclude these from click handler

    if (!this.keyboardless)
    {
      this.add_listener(document.body, "click", this.mouse_button_click);
      this.add_listener(document.body, "mousedown", this.mouse_button_down);
    }

    this.add_listener(document, "keydown", this.key_down);
    this.add_listener(document, "keypress", this.key_press);
    this.add_listener(window, "resize", this.resized);
    this.add_listener(window, "scroll", this.scrolled);
    this.add_listener(window, "unload", this.unloaded);

    this.add_listener(document, "gesturechange", function ()
    {
      return false;
    });

    this.attach_touch_handers(this.slides);

    // this seems to be a debugging hack
    //if (!document.body.onclick)
    //  document.body.onclick = function () { };

    this.single_slide_view();

    //this.set_location();

    this.resized();

    if (this.ie7)
      setTimeout(w3c_slidy.ie_hack, 100);

    this.show_toolbar();

    // for back button detection
    setInterval(function () { w3c_slidy.check_location(); }, 200);
    w3c_slidy.initialized = true;
  },

  // create div element with links to each slide
  table_of_contents: function () {
    var toc = this.create_element("div");
    this.add_class(toc, "slidy_toc hidden");
    //toc.setAttribute("tabindex", "0");

    var heading = this.create_element("div");
    this.add_class(heading, "toc-heading");
    heading.innerHTML = this.localize("Table of Contents");

    toc.appendChild(heading);
    var previous = null;

    for (var i = 0; i < this.slides.length; ++i)
    {
      var title = this.has_class(this.slides[i], "title");
      var num = document.createTextNode((i + 1) + ". ");

      toc.appendChild(num);

      var a = this.create_element("a");
      a.setAttribute("href", "#(" + (i+1) + ")");

      if (title)
        this.add_class(a, "titleslide");

      var name = document.createTextNode(this.slide_name(i));
      a.appendChild(name);
      a.onclick = w3c_slidy.toc_click;
      a.onkeydown = w3c_slidy.toc_key_down;
      a.previous = previous;

      if (previous)
        previous.next = a;

      toc.appendChild(a);

      if (i == 0)
        toc.first = a;

      if (i < this.slides.length - 1)
      {
        var br = this.create_element("br");
        toc.appendChild(br);
      }

      previous = a;
    }

    toc.focus = function () {
      if (this.first)
        this.first.focus();
    }

    toc.onmouseup = w3c_slidy.mouse_button_up;

    toc.onclick = function (e) {
      e||(e=window.event);

      if (w3c_slidy.selected_text_len <= 0)
         w3c_slidy.hide_table_of_contents(true);

      w3c_slidy.stop_propagation(e);
    
      if (e.cancel != undefined)
        e.cancel = true;
      
      if (e.returnValue != undefined)
        e.returnValue = false;
      
      return false;
    };

    document.body.insertBefore(toc, document.body.firstChild);
    return toc;
  },

  is_shown_toc: function () {
    return !w3c_slidy.has_class(w3c_slidy.toc, "hidden");
  },

  show_table_of_contents: function () {
    w3c_slidy.remove_class(w3c_slidy.toc, "hidden");
    var toc = w3c_slidy.toc;
    toc.focus();

    if (w3c_slidy.ie7 && w3c_slidy.slide_number == 0)
      setTimeout(w3c_slidy.ie_hack, 100);
  },

  hide_table_of_contents: function (focus) {
    w3c_slidy.add_class(w3c_slidy.toc, "hidden");

    if (focus && !w3c_slidy.opera &&
        !w3c_slidy.has_class(w3c_slidy.toc, "hidden"))
      w3c_slidy.set_focus();
  },

  toggle_table_of_contents: function () {
    if (w3c_slidy.is_shown_toc())
      w3c_slidy.hide_table_of_contents(true);
    else
      w3c_slidy.show_table_of_contents();
  },

  // called on clicking toc entry
  toc_click: function (e) {
    if (!e)
      e = window.event;

    var target = w3c_slidy.get_target(e);

    if (target && target.nodeType == 1)
    {
      var uri = target.getAttribute("href");

      if (uri)
      {
        //alert("going to " + uri);
        var slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.hide_slide(slide);
        w3c_slidy.slide_number = w3c_slidy.find_slide_number(uri);
        slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.last_shown = null;
        w3c_slidy.set_location();
        w3c_slidy.set_visibility_all_incremental("hidden");
        w3c_slidy.set_eos_status(!w3c_slidy.next_incremental_item(w3c_slidy.last_shown));
        w3c_slidy.show_slide(slide);
        //target.focus();

        try
        {
          if (!w3c_slidy.opera)
            w3c_slidy.set_focus();
        }
        catch (e)
        {
        }
      }
    }

    w3c_slidy.hide_table_of_contents(true);
    if (w3c_slidy.ie7) w3c_slidy.ie_hack();
    w3c_slidy.stop_propagation(e);
    return w3c_slidy.cancel(e);
  },

  // called onkeydown for toc entry
  toc_key_down: function (event) {
    var key;

    if (!event)
      var event = window.event;

    // kludge around NS/IE differences 
    if (window.event)
      key = window.event.keyCode;
    else if (event.which)
      key = event.which;
    else
      return true; // Yikes! unknown browser

    // ignore event if key value is zero
    // as for alt on Opera and Konqueror
    if (!key)
      return true;

    // check for concurrent control/command/alt key
    // but are these only present on mouse events?

    if (event.ctrlKey || event.altKey)
      return true;

    if (key == 13)
    {
      var uri = this.getAttribute("href");

      if (uri)
      {
        //alert("going to " + uri);
       var slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.hide_slide(slide);
        w3c_slidy.slide_number = w3c_slidy.find_slide_number(uri);
        slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.last_shown = null;
        w3c_slidy.set_location();
        w3c_slidy.set_visibility_all_incremental("hidden");
        w3c_slidy.set_eos_status(!w3c_slidy.next_incremental_item(w3c_slidy.last_shown));
        w3c_slidy.show_slide(slide);
        //target.focus();

        try
        {
          if (!w3c_slidy.opera)
            w3c_slidy.set_focus();
        }
        catch (e)
        {
        }
      }

      w3c_slidy.hide_table_of_contents(true);

      if (self.ie7)
       w3c_slidy.ie_hack();

      return w3c_slidy.cancel(event);
    }

    if (key == 40 && this.next)
    {
      this.next.focus();
      return w3c_slidy.cancel(event);
    }

    if (key == 38 && this.previous)
    {
      this.previous.focus();
      return w3c_slidy.cancel(event);
    }

    return true;
  },

  touchstart: function (e)
  {
    // a double touch often starts with a
    // single touch due to fingers touching
    // down at slightly different times
    // thus avoid calling preventDefault here
    this.prev_tap = this.last_tap;
    this.last_tap = (new Date).getTime();

    var tap_delay = this.last_tap - this.prev_tap;

    if (tap_delay <= 200)
    {
      // double tap
    }

    var touch = e.touches[0];

    this.pageX = touch.pageX;
    this.pageY = touch.pageY;
    this.screenX = touch.screenX;
    this.screenY = touch.screenY;
    this.clientX = touch.clientX;
    this.clientY = touch.clientY;

    this.delta_x = this.delta_y = 0;
  },

  touchmove: function (e)
  {
    // override native gestures for single touch
    if (e.touches.length > 1)
      return;

    e.preventDefault();
    var touch = e.touches[0];
    this.delta_x = touch.pageX - this.pageX;
    this.delta_y = touch.pageY - this.pageY;
  },

  touchend: function (e)
  {
    // default behavior for multi-touch
    if (e.touches.length > 1)
      return;

    var delay = (new Date).getTime() - this.last_tap;
    var dx = this.delta_x;
    var dy = this.delta_y;
    var abs_dx = Math.abs(dx);
    var abs_dy = Math.abs(dy);

    if (delay < 500 && (abs_dx > 100 || abs_dy > 100))
    {
      if (abs_dx > 0.5 * abs_dy)
      {
        e.preventDefault();

        if (dx < 0)
          w3c_slidy.next_slide(true);
        else
          w3c_slidy.previous_slide(true);
      }
      else if (abs_dy > 2 * abs_dx)
      {
        e.preventDefault();
        w3c_slidy.toggle_table_of_contents();
      }
    }
  },

  // ### OBSOLETE ###
  before_print: function () {
    this.show_all_slides();
    this.hide_toolbar();
    alert("before print");
  },

  // ### OBSOLETE ###
  after_print: function () {
    if (!this.view_all)
    {
      this.single_slide_view();
      this.show_toolbar();
    }
    alert("after print");
  },

  // ### OBSOLETE ###
  print_slides: function () {
    this.before_print();
    window.print();
    this.after_print();
  },

  // ### OBSOLETE ?? ###
  toggle_view: function () {
    if (this.view_all)
    {
      this.single_slide_view();
      this.show_toolbar();
      this.view_all = 0;
    }
    else
    {
      this.show_all_slides();
      this.hide_toolbar();
      this.view_all = 1;
    }
  },

  // prepare for printing  ### OBSOLETE ###
  show_all_slides: function () {
    this.remove_class(document.body, "single_slide");
    this.set_visibility_all_incremental("visible");
  },

  // restore after printing  ### OBSOLETE ###
  single_slide_view: function () {
    this.add_class(document.body, "single_slide");
    this.set_visibility_all_incremental("visible");
    this.last_shown = this.previous_incremental_item(null);
  },

  // suppress IE's image toolbar pop up
  hide_image_toolbar: function () {
    if (!this.ns_pos)
    {
      var images = document.getElementsByTagName("IMG");

      for (var i = 0; i < images.length; ++i)
        images[i].setAttribute("galleryimg", "no");
    }
  },

  unloaded: function (e) {
    //alert("unloaded");
  },

  // Safari and Konqueror don't yet support getComputedStyle()
  // and they always reload page when location.href is updated
  is_KHTML: function () {
    var agent = navigator.userAgent;
    return (agent.indexOf("KHTML") >= 0 ? true : false);
  },

  // find slide name from first h1 element
  // default to document title + slide number
  slide_name: function (index) {
    var name = null;
    var slide = this.slides[index];

    var heading = this.find_heading(slide);

    if (heading)
      name = this.extract_text(heading);

    if (!name)
      name = this.title + "(" + (index + 1) + ")";

    name.replace(/\&/g, "&amp;");
    name.replace(/\</g, "&lt;");
    name.replace(/\>/g, "&gt;");

    return name;
  },

  // find first h1 element in DOM tree
  find_heading: function (node) {
    if (!node || node.nodeType != 1)
      return null;

    if (node.nodeName == "H1" || node.nodeName == "h1")
      return node;

    var child = node.firstChild;

    while (child)
    {
      node = this.find_heading(child);

      if (node)
        return node;

      child = child.nextSibling;
    }

    return null;
  },

  // recursively extract text from DOM tree
  extract_text: function (node) {
    if (!node)
      return "";

    // text nodes
    if (node.nodeType == 3)
      return node.nodeValue;

    // elements
    if (node.nodeType == 1)
    {
      node = node.firstChild;
      var text = "";

      while (node)
      {
        text = text + this.extract_text(node);
        node = node.nextSibling;
      }

      return text;
    }

    return "";
  },

  // find copyright text from meta element
  find_copyright: function () {
    var name, content;
    var meta = document.getElementsByTagName("meta");

    for (var i = 0; i < meta.length; ++i)
    {
      name = meta[i].getAttribute("name");
      content = meta[i].getAttribute("content");

      if (name == "copyright")
        return content;
    }

    return null;
  },

  find_size_adjust: function () {
    var name, content, offset;
    var meta = document.getElementsByTagName("meta");

    for (var i = 0; i < meta.length; ++i)
    {
      name = meta[i].getAttribute("name");
      content = meta[i].getAttribute("content");

      if (name == "font-size-adjustment")
        return 1 * content;
    }

    return 1;
  },

  // <meta name="duration" content="20" />  for 20 minutes
  find_duration: function () {
    var name, content, offset;
    var meta = document.getElementsByTagName("meta");

    for (var i = 0; i < meta.length; ++i)
    {
      name = meta[i].getAttribute("name");
      content = meta[i].getAttribute("content");

      if (name == "duration")
        return 60000 * content;
    }

    return null;
  },

  replace_by_non_breaking_space: function (str) {
    for (var i = 0; i < str.length; ++i)
      str[i] = 160;
  },

  // ### CHECK ME ### is use of "li" okay for text/html?
  // for XHTML do we also need to specify namespace?
  init_outliner: function () {
    var items = document.getElementsByTagName("li");

    for (var i = 0; i < items.length; ++i)
    {
      var target = items[i];

      if (!this.has_class(target.parentNode, "outline"))
        continue;

      target.onclick = this.outline_click;
/* ### more work needed for IE6
      if (!this.ns_pos)
      {
        target.onmouseover = this.hover_outline;
        target.onmouseout = this.unhover_outline;
      }
*/
      if (this.foldable(target))
      {
        target.foldable = true;
        target.onfocus = function () {w3c_slidy.outline = this;};
        target.onblur = function () {w3c_slidy.outline = null;};

        if (!target.getAttribute("tabindex"))
          target.setAttribute("tabindex", "0");

        if (this.has_class(target, "expand"))
          this.unfold(target);
        else
          this.fold(target);
      }
      else
      {
        this.add_class(target, "nofold");
        target.visible = true;
        target.foldable = false;
      }
    }
  },

  foldable: function (item) {
    if (!item || item.nodeType != 1)
      return false;

    var node = item.firstChild;

    while (node)
    {
      if (node.nodeType == 1 && this.is_block(node))
        return true;

      node = node.nextSibling;
    }

    return false;
  },

  // ### CHECK ME ### switch to add/remove "hidden" class
  fold: function (item) {
    if (item)
    {
      this.remove_class(item, "unfolded");
      this.add_class(item, "folded");
    }

    var node = item ? item.firstChild : null;

    while (node)
    {
      if (node.nodeType == 1 && this.is_block(node)) // element
      {
         w3c_slidy.add_class(node, "hidden");
      }

      node = node.nextSibling;
    }

    item.visible = false;
  },

  // ### CHECK ME ### switch to add/remove "hidden" class
  unfold: function (item) {
    if (item)
    {
      this.add_class(item, "unfolded");
      this.remove_class(item, "folded");
    }

    var node = item ? item.firstChild : null;

    while (node)
    {
      if (node.nodeType == 1 && this.is_block(node)) // element
      {
        w3c_slidy.remove_class(node, "hidden");
      }

      node = node.nextSibling;
    }

    item.visible = true;
  },

  outline_click: function (e) {
    if (!e)
      e = window.event;

    var rightclick = false;
    var target = w3c_slidy.get_target(e);

    while (target && target.visible == undefined)
      target = target.parentNode;

    if (!target)
      return true;

    if (e.which)
      rightclick = (e.which == 3);
    else if (e.button)
      rightclick = (e.button == 2);

    if (!rightclick && target.visible != undefined)
    {
      if (target.foldable)
      {
        if (target.visible)
          w3c_slidy.fold(target);
        else
          w3c_slidy.unfold(target);
      }

      w3c_slidy.stop_propagation(e);
      e.cancel = true;
      e.returnValue = false;
    }

    return false;
  },

  add_initial_prompt: function () {
    var prompt = this.create_element("div");
    prompt.setAttribute("class", "initial_prompt");

    var p1 = this.create_element("p");
    prompt.appendChild(p1);
    p1.setAttribute("class", "help");

    if (this.keyboardless)
      p1.innerHTML = "swipe left to move to next slide";
    else
      p1.innerHTML = "Space, Right Arrow or swipe left to move to " +
                     "next slide, click help below for more details";

    this.add_listener(prompt, "click", function (e) {
      document.body.removeChild(prompt);
      w3c_slidy.stop_propagation(e);
    
      if (e.cancel != undefined)
        e.cancel = true;
      
      if (e.returnValue != undefined)
        e.returnValue = false;
      
      return false;
    });

    document.body.appendChild(prompt);
    this.initial_prompt = prompt;
    setTimeout(function() {document.body.removeChild(prompt);}, 5000);
  },

  add_toolbar: function () {
    var counter, page;

     this.toolbar = this.create_element("div");
     this.toolbar.setAttribute("class", "toolbar");

     // a reasonably behaved browser
     if (this.ns_pos || !this.ie6)
     {
       var right = this.create_element("div");
       right.setAttribute("style", "float: right; text-align: right");

       counter = this.create_element("span")
       counter.innerHTML = this.localize("slide") + " n/m";
       right.appendChild(counter);
       this.toolbar.appendChild(right);

       var left = this.create_element("div");
       left.setAttribute("style", "text-align: left");

       // global end of slide indicator
       this.eos = this.create_element("span");
       this.eos.innerHTML = "* ";
       left.appendChild(this.eos);

       var help = this.create_element("a");
       help.setAttribute("href", this.help_page);
       help.setAttribute("title", this.localize(this.help_text));
       help.innerHTML = this.localize("help?");
       left.appendChild(help);
       help.style.display="none"; 
       this.help_anchor = help;  // save for focus hack

       var gap1 = document.createTextNode(" ");
       left.appendChild(gap1);

       var contents = this.create_element("a");
       contents.setAttribute("href", "javascript:w3c_slidy.toggle_table_of_contents()");
       contents.setAttribute("title", this.localize("table of contents"));
       contents.innerHTML = this.localize("Contents");
       left.appendChild(contents);

       var gap2 = document.createTextNode(" ");
       left.appendChild(gap2);

       var copyright = this.find_copyright();

       if (copyright)
       {
         var span = this.create_element("span");
         span.className = "copyright";
         span.innerHTML = copyright;
         left.appendChild(span);
       }

       this.toolbar.setAttribute("tabindex", "0");
       this.toolbar.appendChild(left);
     }
     else // IE6 so need to work around its poor CSS support
     {
       this.toolbar.style.position = (this.ie7 ? "fixed" : "absolute");
       this.toolbar.style.zIndex = "200";
       this.toolbar.style.width = "99.9%";
       this.toolbar.style.height = "1.2em";
       this.toolbar.style.top = "auto";
       this.toolbar.style.bottom = "0";
       this.toolbar.style.left = "0";
       this.toolbar.style.right = "0";
       this.toolbar.style.textAlign = "left";
       this.toolbar.style.fontSize = "60%";
       this.toolbar.style.color = "red";
       this.toolbar.borderWidth = 0;
       this.toolbar.className = "toolbar";
       this.toolbar.style.background = "rgb(240,240,240)";

       // would like to have help text left aligned
       // and page counter right aligned, floating
       // div's don't work, so instead use nested
       // absolutely positioned div's.

       var sp = this.create_element("span");
       sp.innerHTML = "&nbsp;&nbsp;*&nbsp;";
       this.toolbar.appendChild(sp);
       this.eos = sp;  // end of slide indicator

       var help = this.create_element("a");
       help.setAttribute("href", this.help_page);
       help.setAttribute("title", this.localize(this.help_text));
       help.innerHTML = this.localize("help?");
       this.toolbar.appendChild(help);
       this.help_anchor = help;  // save for focus hack

       var gap1 = document.createTextNode(" ");
       this.toolbar.appendChild(gap1);

       var contents = this.create_element("a");
       contents.setAttribute("href", "javascript:toggleTableOfContents()");
       contents.setAttribute("title", this.localize("table of contents".localize));
       contents.innerHTML = this.localize("contents?");
       this.toolbar.appendChild(contents);

       var gap2 = document.createTextNode(" ");
       this.toolbar.appendChild(gap2);

       var copyright = this.find_copyright();

       if (copyright)
       {
         var span = this.create_element("span");
         span.innerHTML = copyright;
         span.style.color = "black";
         span.style.marginLeft = "0.5em";
         this.toolbar.appendChild(span);
       }

       counter = this.create_element("div")
       counter.style.position = "absolute";
       counter.style.width = "auto"; //"20%";
       counter.style.height = "1.2em";
       counter.style.top = "auto";
       counter.style.bottom = 0;
       counter.style.right = "0";
       counter.style.textAlign = "right";
       counter.style.color = "red";
       counter.style.background = "rgb(240,240,240)";

       counter.innerHTML = this.localize("slide") + " n/m";
       this.toolbar.appendChild(counter);
     }

     // ensure that click isn't passed through to the page
     this.toolbar.onclick =
         function (e) {
           if (!e)
             e = window.event;

           var target = e.target;

           if (!target && e.srcElement)
             target = e.srcElement;

           // work around Safari bug
           if (target && target.nodeType == 3)
             target = target.parentNode;

           w3c_slidy.stop_propagation(e);

           if (target && target.nodeName.toLowerCase() != "a")
             w3c_slidy.mouse_button_click(e);
         };

     this.slide_number_element = counter;
     this.set_eos_status(false);
     document.body.appendChild(this.toolbar);
  },

  // wysiwyg editors make it hard to use div elements
  // e.g. amaya loses the div when you copy and paste
  // this function wraps div elements around implicit
  // slides which start with an h1 element and continue
  // up to the next heading or div element
  wrap_implicit_slides: function () {
    var i, heading, node, next, div;
    var headings = document.getElementsByTagName("h1");

    if (!headings)
      return;

    for (i = 0; i < headings.length; ++i)
    {
      heading = headings[i];

      if (heading.parentNode != document.body)
        continue;

      node = heading.nextSibling;

      div = document.createElement("div");
      this.add_class(div, "slide");
      document.body.replaceChild(div, heading);
      div.appendChild(heading);

      while (node)
      {
        if (node.nodeType == 1) // an element
        {
           if (node.nodeName == "H1" || node.nodeName == "h1")
             break;

           if (node.nodeName == "DIV" || node.nodeName == "div")
           {
             if (this.has_class(node, "slide"))
               break;

             if (this.has_class(node, "handout"))
               break;
           }
        }

        next = node.nextSibling;
        node = document.body.removeChild(node);
        div.appendChild(node);
        node = next;
      } 
    }
  },

  attach_touch_handers: function(slides)
  {
    var i, slide;

    for (i = 0; i < slides.length; ++i)
    {
      slide = slides[i];
      this.add_listener(slide, "touchstart", this.touchstart);
      this.add_listener(slide, "touchmove", this.touchmove);
      this.add_listener(slide, "touchend", this.touchend);
    }
  },

// return new array of all slides
  collect_slides: function () {
    var slides = new Array();
    var divs = document.body.getElementsByTagName("div");

    for (var i = 0; i < divs.length; ++i)
    {
      div = divs.item(i);

      if (this.has_class(div, "slide"))
      {
        // add slide to collection
        slides[slides.length] = div;

        // hide each slide as it is found
        this.add_class(div, "hidden");

        // add dummy <br/> at end for scrolling hack
        var node1 = document.createElement("br");
        div.appendChild(node1);
        var node2 = document.createElement("br");
        div.appendChild(node2);
      }
      else if (this.has_class(div, "background"))
      {  // work around for Firefox SVG reload bug
        // which otherwise replaces 1st SVG graphic with 2nd
        div.style.display = "block";
      }
    }

    this.slides = slides;
  },

  // return new array of all <div class="handout">
  collect_notes: function () {
    var notes = new Array();
    var divs = document.body.getElementsByTagName("div");

    for (var i = 0; i < divs.length; ++i)
    {
      div = divs.item(i);

      if (this.has_class(div, "handout"))
      {
        // add note to collection
        notes[notes.length] = div;

        // and hide it
        this.add_class(div, "hidden");
      }
    }

    this.notes = notes;
  },

  // return new array of all <div class="background">
  // including named backgrounds e.g. class="background titlepage"
  collect_backgrounds: function () {
    var backgrounds = new Array();
    var divs = document.body.getElementsByTagName("div");

    for (var i = 0; i < divs.length; ++i)
    {
      div = divs.item(i);

      if (this.has_class(div, "background"))
      {
        // add background to collection
        backgrounds[backgrounds.length] = div;

        // and hide it
        this.add_class(div, "hidden");
      }
    }

    this.backgrounds = backgrounds;
  },

  // set click handlers on all anchors
  patch_anchors: function () {
    var self = w3c_slidy;
    var handler = function (event) {
      // compare this.href with location.href
      // for link to another slide in this doc

      if (self.page_address(this.href) == self.page_address(location.href))
      {
        // yes, so find new slide number
        var newslidenum = self.find_slide_number(this.href);

        if (newslidenum != self.slide_number)
        {
          var slide = self.slides[self.slide_number];
          self.hide_slide(slide);
          self.slide_number = newslidenum;
          slide = self.slides[self.slide_number];
          self.show_slide(slide);
          self.set_location();
        }
      }
      else
        w3c_slidy.stop_propagation(event);

//      else if (this.target == null)
//        location.href = this.href;

      this.blur();
      self.disable_slide_click = true;
    };

    var anchors = document.body.getElementsByTagName("a");

    for (var i = 0; i < anchors.length; ++i)
    {
      if (window.addEventListener)
        anchors[i].addEventListener("click", handler, false);
      else
        anchors[i].attachEvent("onclick", handler);
    }
  },

  // ### CHECK ME ### see which functions are invoked via setTimeout
  // either directly or indirectly for use of w3c_slidy vs this
  show_slide_number: function () {
    var timer = w3c_slidy.get_timer();
    w3c_slidy.slide_number_element.innerHTML = timer + w3c_slidy.localize("slide") + " " +
           (w3c_slidy.slide_number + 1) + "/" + w3c_slidy.slides.length;
  },

  // every 200mS check if the location has been changed as a
  // result of the user activating the Back button/menu item
  // doesn't work for Opera < 9.5
  check_location: function () {
    var hash = location.hash;

    if (w3c_slidy.slide_number > 0 && (hash == "" || hash == "#"))
      w3c_slidy.goto_slide(0);
    else if (hash.length > 2 && hash != "#("+(w3c_slidy.slide_number+1)+")")
    {
      var num = parseInt(location.hash.substr(2));

      if (!isNaN(num))
        w3c_slidy.goto_slide(num-1);
    }

    if (w3c_slidy.time_left && w3c_slidy.slide_number > 0)
    {
      w3c_slidy.show_slide_number();

      if (w3c_slidy.time_left > 0)
        w3c_slidy.time_left -= 200;
    } 
  },

  get_timer: function () {
    var timer = "";
    if (w3c_slidy.time_left)
    {
      var mins, secs;
      secs = Math.floor(w3c_slidy.time_left/1000);
      mins = Math.floor(secs / 60);
      secs = secs % 60;
      timer = (mins ? mins+"m" : "") + secs + "s ";
    }

    return timer;
  },

  // this doesn't push location onto history stack for IE
  // for which a hidden iframe hack is needed: load page into
  // the iframe with script that set's parent's location.hash
  // but that won't work for standalone use unless we can
  // create the page dynamically via a javascript: URL
  // ### use history.pushState if available
  set_location: function () {
     var uri = w3c_slidy.page_address(location.href);
     var hash = "#(" + (w3c_slidy.slide_number+1) + ")";

     if (w3c_slidy.slide_number >= 0)
       uri = uri + hash;

     if (typeof(history.pushState) != "undefined" && location.protocol !== "file:")
     {
       document.title = w3c_slidy.title + " (" + (w3c_slidy.slide_number+1) + ")";
       history.pushState(0, document.title, hash);
       w3c_slidy.show_slide_number();
       w3c_slidy.notify_observers();
       return;
     }

     if (w3c_slidy.ie && (w3c_slidy.ie6 || w3c_slidy.ie7))
       w3c_slidy.push_hash(hash);

     if (uri != location.href) // && !khtml
        location.href = uri;

     if (this.khtml)
        hash = "(" + (w3c_slidy.slide_number+1) + ")";

     if (!this.ie && location.hash != hash && location.hash != "")
       location.hash = hash;

     document.title = w3c_slidy.title + " (" + (w3c_slidy.slide_number+1) + ")";
     w3c_slidy.show_slide_number();
     w3c_slidy.notify_observers();
  },

  notify_observers: function ()
  {
    var slide = this.slides[this.slide_number];

    for (var i = 0; i < this.observers.length; ++i)
      this.observers[i](this.slide_number+1, this.find_heading(slide).innerText, location.href);
  },

  add_observer: function (observer)
  {
    for (var i = 0; i < this.observers.length; ++i)
    {
      if (observer == this.observers[i])
        return;
    }

    this.observers.push(observer);
  },

  remove_observer: function (o)
  {
    for (var i = 0; i < this.observers.length; ++i)
    {
      if (observer == this.observers[i])
      {
        this.observers.splice(i,1);
        break;
      }
    }
  },

  page_address: function (uri) {
    var i = uri.indexOf("#");

    if (i < 0)
      i = uri.indexOf("%23");

    // check if anchor is entire page

    if (i < 0)
      return uri;  // yes

    return uri.substr(0, i);
  },

  // only used for IE6 and IE7
  on_frame_loaded: function (hash) {
    location.hash = hash;
    var uri = w3c_slidy.page_address(location.href);
    location.href = uri + hash;
  },

  // history hack with thanks to Bertrand Le Roy
  push_hash: function (hash) {
    if (hash == "") hash = "#(1)";
      window.location.hash = hash;

    var doc = document.getElementById("historyFrame").contentWindow.document;
    doc.open("javascript:'<html></html>'");
    doc.write("<html><head><script type=\"text/javascript\">window.parent.w3c_slidy.on_frame_loaded('"+
      (hash) + "');</script></head><body>hello mum</body></html>");
      doc.close();
  },

  // find current slide based upon location
  // first find target anchor and then look
  // for associated div element enclosing it
  // finally map that to slide number
  find_slide_number: function (uri) {
    // first get anchor from page location

    var i = uri.indexOf("#");

    // check if anchor is entire page
    if (i < 0)
      return 0;  // yes

    var anchor = unescape(uri.substr(i+1));

    // now use anchor as XML ID to find target
    var target = document.getElementById(anchor);

    if (!target)
    {
      // does anchor look like "(2)" for slide 2 ??
      // where first slide is (1)
      var re = /\((\d)+\)/;

      if (anchor.match(re))
      {
        var num = parseInt(anchor.substring(1, anchor.length-1));

        if (num > this.slides.length)
          num = 1;

        if (--num < 0)
          num = 0;

        return num;
      }

      // accept [2] for backwards compatibility
      re = /\[(\d)+\]/;

      if (anchor.match(re))
      {
         var num = parseInt(anchor.substring(1, anchor.length-1));

         if (num > this.slides.length)
            num = 1;

         if (--num < 0)
            num = 0;

         return num;
      }

      // oh dear unknown anchor
      return 0;
    }

    // search for enclosing slide

    while (true)
    {
      // browser coerces html elements to uppercase!
      if (target.nodeName.toLowerCase() == "div" &&
            this.has_class(target, "slide"))
      {
        // found the slide element
        break;
      }

      // otherwise try parent element if any

      target = target.parentNode;

      if (!target)
      {
        return 0;   // no luck!
      }
    };

    for (i = 0; i < slides.length; ++i)
    {
      if (slides[i] == target)
        return i;  // success
    }

    // oh dear still no luck
    return 0;
  },

  previous_slide: function (incremental) {
    if (!w3c_slidy.view_all)
    {
      var slide;

      if ((incremental || w3c_slidy.slide_number == 0) && w3c_slidy.last_shown != null)
      {
        w3c_slidy.last_shown = w3c_slidy.hide_previous_item(w3c_slidy.last_shown);
        w3c_slidy.set_eos_status(false);
      }
      else if (w3c_slidy.slide_number > 0)
      {
        slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.hide_slide(slide);

        w3c_slidy.slide_number = w3c_slidy.slide_number - 1;
        slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.set_visibility_all_incremental("visible");
        w3c_slidy.last_shown = w3c_slidy.previous_incremental_item(null);
        w3c_slidy.set_eos_status(true);
        w3c_slidy.show_slide(slide);
      }

      w3c_slidy.set_location();

      if (!w3c_slidy.ns_pos)
        w3c_slidy.refresh_toolbar(200);
    }
  },

  next_slide: function (incremental) {
    if (!w3c_slidy.view_all)
    {
      var slide, last = w3c_slidy.last_shown;

      if (incremental || w3c_slidy.slide_number == w3c_slidy.slides.length - 1)
         w3c_slidy.last_shown = w3c_slidy.reveal_next_item(w3c_slidy.last_shown);

      if ((!incremental || w3c_slidy.last_shown == null) &&
             w3c_slidy.slide_number < w3c_slidy.slides.length - 1)
      {
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.hide_slide(slide);

         w3c_slidy.slide_number = w3c_slidy.slide_number + 1;
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.last_shown = null;
         w3c_slidy.set_visibility_all_incremental("hidden");
         w3c_slidy.show_slide(slide);
      }
      else if (!w3c_slidy.last_shown)
      {
         if (last && incremental)
           w3c_slidy.last_shown = last;
      }

      w3c_slidy.set_location();

      w3c_slidy.set_eos_status(!w3c_slidy.next_incremental_item(w3c_slidy.last_shown));

      if (!w3c_slidy.ns_pos)
         w3c_slidy.refresh_toolbar(200);
     }
  },

  // to first slide with nothing revealed
  // i.e. state at start of presentation
  first_slide: function () {
     if (!w3c_slidy.view_all)
     {
       var slide;

       if (w3c_slidy.slide_number != 0)
       {
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.hide_slide(slide);

         w3c_slidy.slide_number = 0;
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.last_shown = null;
         w3c_slidy.set_visibility_all_incremental("hidden");
         w3c_slidy.show_slide(slide);
       }

       w3c_slidy.set_eos_status(
         !w3c_slidy.next_incremental_item(w3c_slidy.last_shown));
       w3c_slidy.set_location();
     }
  },

  // goto last slide with everything revealed
  // i.e. state at end of presentation
  last_slide: function () {
    if (!w3c_slidy.view_all)
    {
      var slide;

      w3c_slidy.last_shown = null; //revealNextItem(lastShown);

      if (w3c_slidy.last_shown == null &&
          w3c_slidy.slide_number < w3c_slidy.slides.length - 1)
      {
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.hide_slide(slide);
         w3c_slidy.slide_number = w3c_slidy.slides.length - 1;
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.set_visibility_all_incremental("visible");
         w3c_slidy.last_shown = w3c_slidy.previous_incremental_item(null);

         w3c_slidy.show_slide(slide);
      }
      else
      {
         w3c_slidy.set_visibility_all_incremental("visible");
         w3c_slidy.last_shown = w3c_slidy.previous_incremental_item(null);
      }

      w3c_slidy.set_eos_status(true);
      w3c_slidy.set_location();
    }
  },


  // ### check this and consider add/remove class
  set_eos_status: function (state) {
    if (this.eos)
      this.eos.style.color = (state ? "rgb(240,240,240)" : "red");
  },

  // first slide is 0
  goto_slide: function (num) {
    //alert("going to slide " + (num+1));
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];
    w3c_slidy.hide_slide(slide);
    w3c_slidy.slide_number = num;
    slide = w3c_slidy.slides[w3c_slidy.slide_number];
    w3c_slidy.last_shown = null;
    w3c_slidy.set_visibility_all_incremental("hidden");
    w3c_slidy.set_eos_status(!w3c_slidy.next_incremental_item(w3c_slidy.last_shown));
    document.title = w3c_slidy.title + " (" + (w3c_slidy.slide_number+1) + ")";
    w3c_slidy.show_slide(slide);
    w3c_slidy.show_slide_number();
  },


  show_slide: function (slide) {
    this.sync_background(slide);
    this.remove_class(slide, "hidden");

    // work around IE9 object rendering bug
    setTimeout("window.scrollTo(0,0);", 1);
  },

  hide_slide: function (slide) {
    this.add_class(slide, "hidden");
  },

  set_focus: function (element)
  {
    if (element)
      element.focus();
    else
    {
      w3c_slidy.help_anchor.focus();

      setTimeout(function() {
        w3c_slidy.help_anchor.blur();
      }, 1);
    }
  },

  // show just the backgrounds pertinent to this slide
  // when slide background-color is transparent
  // this should now work with rgba color values
  sync_background: function (slide) {
    var background;
    var bgColor;

    if (slide.currentStyle)
      bgColor = slide.currentStyle["backgroundColor"];
    else if (document.defaultView)
    {
      var styles = document.defaultView.getComputedStyle(slide,null);

      if (styles)
        bgColor = styles.getPropertyValue("background-color");
      else // broken implementation probably due Safari or Konqueror
      {
        //alert("defective implementation of getComputedStyle()");
        bgColor = "transparent";
      }
    }
    else
      bgColor == "transparent";

    if (bgColor == "transparent" ||
        bgColor.indexOf("rgba") >= 0 ||
        bgColor.indexOf("opacity") >= 0)
    {
      var slideClass = this.get_class_list(slide);

      for (var i = 0; i < this.backgrounds.length; i++)
      {
        background = this.backgrounds[i];

        var bgClass = this.get_class_list(background);

        if (this.matching_background(slideClass, bgClass))
          this.remove_class(background, "hidden");
        else
          this.add_class(background, "hidden");
      }
    }
    else // forcibly hide all backgrounds
      this.hide_backgrounds();
  },

  hide_backgrounds: function () {
    for (var i = 0; i < this.backgrounds.length; i++)
    {
      background = this.backgrounds[i];
      this.add_class(background, "hidden");
    }
  },

  // compare classes for slide and background
  matching_background: function (slideClass, bgClass) {
    var i, count, pattern, result;

    // define pattern as regular expression
    pattern = /\w+/g;

    // check background class names
    result = bgClass.match(pattern);

    for (i = count = 0; i < result.length; i++)
    {
      if (result[i] == "hidden")
        continue;

      if (result[i] == "background")
	continue;

      ++count;
    }

    if (count == 0)  // default match
      return true;

    // check for matches and place result in array
    result = slideClass.match(pattern);

    // now check if desired name is present for background
    for (i = count = 0; i < result.length; i++)
    {
      if (result[i] == "hidden")
        continue;

      if (this.has_token(bgClass, result[i]))
        return true;
    }

    return false;
  },

  resized: function () {
     var width = 0;

     if ( typeof( window.innerWidth ) == 'number' )
       width = window.innerWidth;  // Non IE browser
     else if (document.documentElement && document.documentElement.clientWidth)
       width = document.documentElement.clientWidth;  // IE6
     else if (document.body && document.body.clientWidth)
       width = document.body.clientWidth; // IE4

     var height = 0;

     if ( typeof( window.innerHeight ) == 'number' )
       height = window.innerHeight;  // Non IE browser
     else if (document.documentElement && document.documentElement.clientHeight)
       height = document.documentElement.clientHeight;  // IE6
     else if (document.body && document.body.clientHeight)
       height = document.body.clientHeight; // IE4

     if (height && (width/height > 1.05*1024/768))
     {
       width = height * 1024.0/768;
     }

     // IE fires onresize even when only font size is changed!
     // so we do a check to avoid blocking < and > actions
     if (width != w3c_slidy.last_width || height != w3c_slidy.last_height)
     {
       if (width >= 1100)
         w3c_slidy.size_index = 5;    // 4
       else if (width >= 1000)
         w3c_slidy.size_index = 4;    // 3
       else if (width >= 800)
         w3c_slidy.size_index = 3;    // 2
       else if (width >= 600)
         w3c_slidy.size_index = 2;    // 1
       else if (width)
         w3c_slidy.size_index = 0;

       // add in font size adjustment from meta element e.g.
       // <meta name="font-size-adjustment" content="-2" />
       // useful when slides have too much content ;-)

       if (0 <= w3c_slidy.size_index + w3c_slidy.size_adjustment &&
             w3c_slidy.size_index + w3c_slidy.size_adjustment < w3c_slidy.sizes.length)
         w3c_slidy.size_index = w3c_slidy.size_index + w3c_slidy.size_adjustment;

       // enables cross browser use of relative width/height
       // on object elements for use with SVG and Flash media
       w3c_slidy.adjust_object_dimensions(width, height);

       if (document.body.style.fontSize != w3c_slidy.sizes[w3c_slidy.size_index])
       {
         document.body.style.fontSize = w3c_slidy.sizes[w3c_slidy.size_index];
       }

       w3c_slidy.last_width = width;
       w3c_slidy.last_height = height;

       // force reflow to work around Mozilla bug
       if (w3c_slidy.ns_pos)
       {
         var slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.hide_slide(slide);
         w3c_slidy.show_slide(slide);
       }

       // force correct positioning of toolbar
       w3c_slidy.refresh_toolbar(200);
     }
  },

  scrolled: function () {
    if (w3c_slidy.toolbar && !w3c_slidy.ns_pos && !w3c_slidy.ie7)
    {
      w3c_slidy.hack_offset = w3c_slidy.scroll_x_offset();
      // hide toolbar
      w3c_slidy.toolbar.style.display = "none";

      // make it reappear later
      if (w3c_slidy.scrollhack == 0 && !w3c_slidy.view_all)
      {
        setTimeout(function () {w3c_slidy.show_toolbar(); }, 1000);
        w3c_slidy.scrollhack = 1;
      }
    }
  },

  hide_toolbar: function () {
    w3c_slidy.add_class(w3c_slidy.toolbar, "hidden");
    window.focus();
  },

  // used to ensure IE refreshes toolbar in correct position
  refresh_toolbar: function (interval) {
    if (!w3c_slidy.ns_pos && !w3c_slidy.ie7)
    {
      w3c_slidy.hide_toolbar();
      setTimeout(function () {w3c_slidy.show_toolbar();}, interval);
    }
  },

  // restores toolbar after short delay
  show_toolbar: function () {
    if (w3c_slidy.want_toolbar)
    {
      w3c_slidy.toolbar.style.display = "block";

      if (!w3c_slidy.ns_pos)
      {
        // adjust position to allow for scrolling
        var xoffset = w3c_slidy.scroll_x_offset();
        w3c_slidy.toolbar.style.left = xoffset;
        w3c_slidy.toolbar.style.right = xoffset;

        // determine vertical scroll offset
        //var yoffset = scrollYOffset();

        // bottom is doc height - window height - scroll offset
        //var bottom = documentHeight() - lastHeight - yoffset

        //if (yoffset > 0 || documentHeight() > lastHeight)
        //   bottom += 16;  // allow for height of scrollbar

        w3c_slidy.toolbar.style.bottom = 0; //bottom;
      }

      w3c_slidy.remove_class(w3c_slidy.toolbar, "hidden");
    }

    w3c_slidy.scrollhack = 0;


    // set the keyboard focus to the help link on the
    // toolbar to ensure that document has the focus
    // IE doesn't always work with window.focus()
    // and this hack has benefit of Enter for help

    try
    {
      if (!w3c_slidy.opera)
        w3c_slidy.set_focus();
    }
    catch (e)
    {
    }
  },

// invoked via F key
  toggle_toolbar: function () {
    if (!w3c_slidy.view_all)
    {
      if (w3c_slidy.has_class(w3c_slidy.toolbar, "hidden"))
      {
        w3c_slidy.remove_class(w3c_slidy.toolbar, "hidden")
        w3c_slidy.want_toolbar = 1;
      }
      else
      {
        w3c_slidy.add_class(w3c_slidy.toolbar, "hidden")
        w3c_slidy.want_toolbar = 0;
      }
    }
  },

  scroll_x_offset: function () {
    if (window.pageXOffset)
      return self.pageXOffset;

    if (document.documentElement && 
             document.documentElement.scrollLeft)
      return document.documentElement.scrollLeft;

    if (document.body)
      return document.body.scrollLeft;

    return 0;
  },

  scroll_y_offset: function () {
    if (window.pageYOffset)
      return self.pageYOffset;

    if (document.documentElement && 
             document.documentElement.scrollTop)
      return document.documentElement.scrollTop;

    if (document.body)
      return document.body.scrollTop;

    return 0;
  },

  // looking for a way to determine height of slide content
  // the slide itself is set to the height of the window
  optimize_font_size: function () {
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];

    //var dh = documentHeight(); //getDocHeight(document);
    var dh = slide.scrollHeight;
    var wh = getWindowHeight();
    var u = 100 * dh / wh;

    alert("window utilization = " + u + "% (doc "
      + dh + " win " + wh + ")");
  },

  // from document object
  get_doc_height: function (doc) {
    if (!doc)
      doc = document;

    if (doc && doc.body && doc.body.offsetHeight)
      return doc.body.offsetHeight;  // ns/gecko syntax

    if (doc && doc.body && doc.body.scrollHeight)
      return doc.body.scrollHeight;

    alert("couldn't determine document height");
  },

  get_window_height: function () {
    if ( typeof( window.innerHeight ) == 'number' )
      return window.innerHeight;  // Non IE browser

    if (document.documentElement && document.documentElement.clientHeight)
      return document.documentElement.clientHeight;  // IE6

    if (document.body && document.body.clientHeight)
      return document.body.clientHeight; // IE4
  },

  document_height: function () {
    var sh, oh;

    sh = document.body.scrollHeight;
    oh = document.body.offsetHeight;

    if (sh && oh)
    {
      return (sh > oh ? sh : oh);
    }

    // no idea!
    return 0;
  },

  smaller: function () {
    if (w3c_slidy.size_index > 0)
    {
      --w3c_slidy.size_index;
    }

    w3c_slidy.toolbar.style.display = "none";
    document.body.style.fontSize = w3c_slidy.sizes[w3c_slidy.size_index];
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];
    w3c_slidy.hide_slide(slide);
    w3c_slidy.show_slide(slide);
    setTimeout(function () {w3c_slidy.show_toolbar(); }, 50);
  },

  bigger: function () {
    if (w3c_slidy.size_index < w3c_slidy.sizes.length - 1)
    {
      ++w3c_slidy.size_index;
    }

    w3c_slidy.toolbar.style.display = "none";
    document.body.style.fontSize = w3c_slidy.sizes[w3c_slidy.size_index];
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];
    w3c_slidy.hide_slide(slide);
    w3c_slidy.show_slide(slide);
    setTimeout(function () {w3c_slidy.show_toolbar(); }, 50);
  },

  // enables cross browser use of relative width/height
  // on object elements for use with SVG and Flash media
  // with thanks to Ivan Herman for the suggestion
  adjust_object_dimensions: function (width, height) {
    for( var i = 0; i < w3c_slidy.objects.length; i++ )
    {
      var obj = this.objects[i];
      var mimeType = obj.getAttribute("type");

      if (mimeType == "image/svg+xml" || mimeType == "application/x-shockwave-flash")
      {
        if ( !obj.initialWidth ) 
          obj.initialWidth = obj.getAttribute("width");

        if ( !obj.initialHeight ) 
          obj.initialHeight = obj.getAttribute("height");

        if ( obj.initialWidth && obj.initialWidth.charAt(obj.initialWidth.length-1) == "%" )
        {
          var w = parseInt(obj.initialWidth.slice(0, obj.initialWidth.length-1));
          var newW = width * (w/100.0);
          obj.setAttribute("width",newW);
        }

        if ( obj.initialHeight &&
             obj.initialHeight.charAt(obj.initialHeight.length-1) == "%" )
        {
          var h = parseInt(obj.initialHeight.slice(0, obj.initialHeight.length-1));
          var newH = height * (h/100.0);
          obj.setAttribute("height", newH);
        }
      }
    }
  },

  // needed for Opera to inhibit default behavior
  // since Opera delivers keyPress even if keyDown
  // was cancelled
  key_press: function (event) {
    if (!event)
      event = window.event;

    if (!w3c_slidy.key_wanted)
      return w3c_slidy.cancel(event);

    return true;
  },

  //  See e.g. http://www.quirksmode.org/js/events/keys.html for keycodes
  key_down: function (event) {
    var key, target, tag;

    w3c_slidy.key_wanted = true;

    if (!event)
      event = window.event;

    // kludge around NS/IE differences 
    if (window.event)
    {
      key = window.event.keyCode;
      target = window.event.srcElement;
    }
    else if (event.which)
    {
      key = event.which;
      target = event.target;
    }
    else
      return true; // Yikes! unknown browser

    // ignore event if key value is zero
    // as for alt on Opera and Konqueror
    if (!key)
       return true;

    // avoid interfering with keystroke
    // behavior for non-slidy chrome elements
    if (!w3c_slidy.slidy_chrome(target) &&
        w3c_slidy.special_element(target))
      return true;

    // check for concurrent control/command/alt key
    // but are these only present on mouse events?

    if (event.ctrlKey || event.altKey || event.metaKey)
       return true;

    // dismiss table of contents if visible
    if (w3c_slidy.is_shown_toc() && key != 9 && key != 16 && key != 38 && key != 40)
    {
      w3c_slidy.hide_table_of_contents(true);

      if (key == 27 || key == 84 || key == 67)
        return w3c_slidy.cancel(event);
    }

    if (key == 34) // Page Down
    {
      if (w3c_slidy.view_all)
        return true;

      w3c_slidy.next_slide(false);
      return w3c_slidy.cancel(event);
    }
    else if (key == 33) // Page Up
    {
      if (w3c_slidy.view_all)
        return true;

      w3c_slidy.previous_slide(false);
      return w3c_slidy.cancel(event);
    }
    else if (key == 32) // space bar
    {
      w3c_slidy.next_slide(true);
      return w3c_slidy.cancel(event);
    }
    else if (key == 37) // Left arrow
    {
      w3c_slidy.previous_slide(!event.shiftKey);
      return w3c_slidy.cancel(event);
    }
    else if (key == 36) // Home
    {
      w3c_slidy.first_slide();
      return w3c_slidy.cancel(event);
    }
    else if (key == 35) // End
    {
      w3c_slidy.last_slide();
      return w3c_slidy.cancel(event);
    }
    else if (key == 39) // Right arrow
    {
      w3c_slidy.next_slide(!event.shiftKey);
      return w3c_slidy.cancel(event);
    }
    else if (key == 13) // Enter
    {
      if (w3c_slidy.outline)
      {
        if (w3c_slidy.outline.visible)
          w3c_slidy.fold(w3c_slidy.outline);
        else
          w3c_slidy.unfold(w3c_slidy.outline);
          
       return w3c_slidy.cancel(event);
      }
    }
    else if (key == 188)  // < for smaller fonts
    {
      w3c_slidy.smaller();
      return w3c_slidy.cancel(event);
    }
    else if (key == 190)  // > for larger fonts
    {
      w3c_slidy.bigger();
      return w3c_slidy.cancel(event);
    }
    else if (key == 189 || key == 109)  // - for smaller fonts
    {
      w3c_slidy.smaller();
      return w3c_slidy.cancel(event);
    }
    else if (key == 187 || key == 191 || key == 107)  // = +  for larger fonts
    {
      w3c_slidy.bigger();
      return w3c_slidy.cancel(event);
    }
    else if (key == 83)  // S for smaller fonts
    {
      w3c_slidy.smaller();
      return w3c_slidy.cancel(event);
    }
    else if (key == 66)  // B for larger fonts
    {
      w3c_slidy.bigger();
      return w3c_slidy.cancel(event);
    }
    else if (key == 90)  // Z for last slide
    {
      w3c_slidy.last_slide();
      return w3c_slidy.cancel(event);
    }
    else if (key == 70)  // F for toggle toolbar
    {
      w3c_slidy.toggle_toolbar();
      return w3c_slidy.cancel(event);
    }
    else if (key == 65)  // A for toggle view single/all slides
    {
      w3c_slidy.toggle_view();
      return w3c_slidy.cancel(event);
    }
    else if (key == 75)  // toggle action of left click for next page
    {
      w3c_slidy.mouse_click_enabled = !w3c_slidy.mouse_click_enabled;
      var alert_msg = (w3c_slidy.mouse_click_enabled ?
                "enabled" : "disabled") +  " mouse click advance";

      alert(w3c_slidy.localize(alert_msg));
      return w3c_slidy.cancel(event);
    }
    else if (key == 84 || key == 67)  // T or C for table of contents
    {
      if (w3c_slidy.toc)
        w3c_slidy.toggle_table_of_contents();

      return w3c_slidy.cancel(event);
    }
    else if (key == 72) // H for help
    {
      window.location = w3c_slidy.help_page;
      return w3c_slidy.cancel(event);
    }
    //else alert("key code is "+ key);

    return true;
  },

  // safe for both text/html and application/xhtml+xml
  create_element: function (name) {
    if (this.xhtml && (typeof document.createElementNS != 'undefined'))
      return document.createElementNS("http://www.w3.org/1999/xhtml", name)

    return document.createElement(name);
  },

  get_element_style: function (elem, IEStyleProp, CSSStyleProp) {
    if (elem.currentStyle)
    {
      return elem.currentStyle[IEStyleProp];
    }
    else if (window.getComputedStyle)
    {
      var compStyle = window.getComputedStyle(elem, "");
      return compStyle.getPropertyValue(CSSStyleProp);
    }
    return "";
  },

  // the string str is a whitespace separated list of tokens
  // test if str contains a particular token, e.g. "slide"
  has_token: function (str, token) {
    if (str)
    {
      // define pattern as regular expression
      var pattern = /\w+/g;

      // check for matches
      // place result in array
      var result = str.match(pattern);

      // now check if desired token is present
      for (var i = 0; i < result.length; i++)
      {
        if (result[i] == token)
          return true;
      }
    }

    return false;
  },

  get_class_list: function (element) {
    if (typeof element.className != 'undefined')
      return element.className;

    return element.getAttribute("class");
  },

  has_class: function (element, name) {
    if (element.nodeType != 1)
      return false;

    var regexp = new RegExp("(^| )" + name + "\W*");

    if (typeof element.className != 'undefined')
      return regexp.test(element.className);

    return regexp.test(element.getAttribute("class"));
  },

  remove_class: function (element, name) {
    var regexp = new RegExp("(^| )" + name + "\W*");
    var clsval = "";

    if (typeof element.className != 'undefined')
    {
      clsval = element.className;

      if (clsval)
      {
        clsval = clsval.replace(regexp, "");
        element.className = clsval;
      }
    }
    else
    {
      clsval = element.getAttribute("class");

      if (clsval)
      {
        clsval = clsval.replace(regexp, "");
        element.setAttribute("class", clsval);
      }
    }
  },

  add_class: function (element, name) {
    if (!this.has_class(element, name))
    {
      if (typeof element.className != 'undefined')
        element.className += " " + name;
      else
      {
        var clsval = element.getAttribute("class");
        clsval = clsval ? clsval + " " + name : name;
        element.setAttribute("class", clsval);
      }
    }
  },

  // HTML elements that can be used with class="incremental"
  // note that you can also put the class on containers like
  // up, ol, dl, and div to make their contents appear
  // incrementally. Upper case is used since this is what
  // browsers report for HTML node names (text/html).
  incremental_elements: null,
  okay_for_incremental: function (name) {
    if (!this.incremental_elements)
    {
      var inclist = new Array();
      inclist["p"] = true;
      inclist["pre"] = true;
      inclist["li"] = true;
      inclist["blockquote"] = true;
      inclist["dt"] = true;
      inclist["dd"] = true;
      inclist["h2"] = true;
      inclist["h3"] = true;
      inclist["h4"] = true;
      inclist["h5"] = true;
      inclist["h6"] = true;
      inclist["span"] = true;
      inclist["address"] = true;
      inclist["table"] = true;
      inclist["tr"] = true;
      inclist["th"] = true;
      inclist["td"] = true;
      inclist["img"] = true;
      inclist["object"] = true;
      this.incremental_elements = inclist;
    }
    return this.incremental_elements[name.toLowerCase()];
  },

  next_incremental_item: function (node) {
    var br = this.is_xhtml ? "br" : "BR";
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];

    for (;;)
    {
      node = w3c_slidy.next_node(slide, node);

      if (node == null || node.parentNode == null)
        break;

      if (node.nodeType == 1)  // ELEMENT
      {
        if (node.nodeName == br)
          continue;

        if (w3c_slidy.has_class(node, "incremental")
             && w3c_slidy.okay_for_incremental(node.nodeName))
          return node;

        if (w3c_slidy.has_class(node.parentNode, "incremental")
             && !w3c_slidy.has_class(node, "non-incremental"))
          return node;
      }
    }

    return node;
  },

  previous_incremental_item: function (node) {
    var br = this.is_xhtml ? "br" : "BR";
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];

    for (;;)
    {
      node = w3c_slidy.previous_node(slide, node);

      if (node == null || node.parentNode == null)
        break;

      if (node.nodeType == 1)
      {
        if (node.nodeName == br)
          continue;

        if (w3c_slidy.has_class(node, "incremental")
             && w3c_slidy.okay_for_incremental(node.nodeName))
          return node;

        if (w3c_slidy.has_class(node.parentNode, "incremental")
             && !w3c_slidy.has_class(node, "non-incremental"))
          return node;
      }
    }

    return node;
  },

  // set visibility for all elements on current slide with
  // a parent element with attribute class="incremental"
  set_visibility_all_incremental: function (value) {
    var node = this.next_incremental_item(null);

    if (value == "hidden")
    {
      while (node)
      {
        w3c_slidy.add_class(node, "invisible");
        node = w3c_slidy.next_incremental_item(node);
      }
    }
    else // value == "visible"
    {
      while (node)
      {
        w3c_slidy.remove_class(node, "invisible");
        node = w3c_slidy.next_incremental_item(node);
      }
    }
  },

  // reveal the next hidden item on the slide
  // node is null or the node that was last revealed
  reveal_next_item: function (node) {
    node = w3c_slidy.next_incremental_item(node);

    if (node && node.nodeType == 1)  // an element
      w3c_slidy.remove_class(node, "invisible");

    return node;
  },

  // exact inverse of revealNextItem(node)
  hide_previous_item: function (node) {
    if (node && node.nodeType == 1)  // an element
      w3c_slidy.add_class(node, "invisible");

    return this.previous_incremental_item(node);
  },

  // left to right traversal of root's content
  next_node: function (root, node) {
    if (node == null)
      return root.firstChild;

    if (node.firstChild)
      return node.firstChild;

    if (node.nextSibling)
      return node.nextSibling;

    for (;;)
    {
      node = node.parentNode;

      if (!node || node == root)
        break;

      if (node && node.nextSibling)
        return node.nextSibling;
    }

    return null;
  },

  // right to left traversal of root's content
  previous_node: function (root, node) {
    if (node == null)
    {
      node = root.lastChild;

      if (node)
      {
        while (node.lastChild)
          node = node.lastChild;
      }

      return node;
    }

    if (node.previousSibling)
    {
      node = node.previousSibling;

      while (node.lastChild)
        node = node.lastChild;

      return node;
    }

    if (node.parentNode != root)
      return node.parentNode;

    return null;
  },

  previous_sibling_element: function (el) {
    el = el.previousSibling;

    while (el && el.nodeType != 1)
      el = el.previousSibling;

    return el;
  },

  next_sibling_element: function (el) {
    el = el.nextSibling;

    while (el && el.nodeType != 1)
      el = el.nextSibling;

    return el;
  },

  first_child_element: function (el) {
    var node;

    for (node = el.firstChild; node; node = node.nextSibling)
    {
      if (node.nodeType == 1)
        break;
    }

    return node;
  },

  first_tag: function (element, tag) {
    var node;

    if (!this.is_xhtml)
      tag = tag.toUpperCase();

    for (node = element.firstChild; node; node = node.nextSibling)
    {
      if (node.nodeType == 1 && node.nodeName == tag)
        break;
    }

    return node;
  },

  hide_selection: function () {
    if (window.getSelection) // Firefox, Chromium, Safari, Opera
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// for each language define an associative array
// and also the help text which is longer

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    "help?":"Ayuda",
    "contents?":"Índice",
    "table of contents":"tabla de contenidos",
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    "restart presentation":"Reiniciar presentación",
    "restart?":"Inicio"
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    "help?":"Ajuda",
    "contents?":"Índex",
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    "restart presentation":"Reiniciar presentació",
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    "contents?":"Inhoud?",
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  },
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    "help?":"Hilfe",
    "contents?":"Übersicht",
    "table of contents":"Inhaltsverzeichnis",
    "Table of Contents":"Inhaltsverzeichnis",
    "restart presentation":"Präsentation neu starten",
    "restart?":"Neustart"
  },
  help_de:
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    "help?":"pomoc?",
    "contents?":"spis treści?",
    "table of contents":"spis treści",
    "Table of Contents":"Spis Treści",
    "restart presentation":"Restartuj prezentację",
    "restart?":"restart?"
  },
  help_pl:
    "Zmieniaj slajdy klikając myszą, naciskając spację, strzałki lewo/prawo" +
    "lub PgUp / PgDn. Użyj klawiszy S i B, aby zmienić rozmiar czczionki.",

  strings_fr: {
    "slide":"page",
    "help?":"Aide",
    "contents?":"Index",
    "table of contents":"table des matières",
    "Table of Contents":"Table des matières",
    "restart presentation":"Recommencer l'exposé",
    "restart?":"Début"
  },
  help_fr:
    "Naviguez avec la souris, la barre d'espace, les flèches " +
    "gauche/droite ou les touches Pg Up, Pg Dn. Utilisez " +
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    "slide":"oldal",
    "help?":"segítség",
    "contents?":"tartalom",
    "table of contents":"tartalomjegyzék",
    "Table of Contents":"Tartalomjegyzék",
    "restart presentation":"bemutató újraindítása",
    "restart?":"újraindítás"
  },
  help_hu:
    "Az oldalak közti lépkedéshez kattintson az egérrel, vagy " +
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  strings_it: {
    "slide":"pag.",
    "help?":"Aiuto",
    "contents?":"Indice",
    "table of contents":"indice",
    "Table of Contents":"Indice",
    "restart presentation":"Ricominciare la presentazione",
    "restart?":"Inizio"
  },
  help_it:
    "Navigare con mouse, barra spazio, frecce sinistra/destra o " +
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    "slide":"σελίδα",
    "help?":"βοήθεια;",
    "contents?":"περιεχόμενα;",
    "table of contents":"πίνακας περιεχομένων",
    "Table of Contents":"Πίνακας Περιεχομένων",
    "restart presentation":"επανεκκίνηση παρουσίασης",
    "restart?":"επανεκκίνηση;"
  },
  help_el:
    "Πλοηγηθείτε με το κλίκ του ποντικιού, το space, τα βέλη αριστερά/δεξιά, " +
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  strings_ja: {
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    "help?":"ヘルプ",
    "contents?":"目次",
    "table of contents":"目次を表示",
    "Table of Contents":"目次",
    "restart presentation":"最初から再生",
    "restart?":"最初から"
  },
  help_ja:
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  strings_zh: {
    "slide":"幻灯片",
    "help?":"帮助?",
    "contents?":"内容?",
    "table of contents":"目录",
    "Table of Contents":"目录",
    "restart presentation":"重新启动展示",
    "restart?":"重新启动?"
  },
  help_zh:
    "用鼠标点击, 空格条, 左右箭头, Pg Up 和 Pg Dn 导航. " +
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    "slide":"слайд",
    "help?":"помощь?",
    "contents?":"содержание?",
    "table of contents":"оглавление",
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      "it":this.strings_it,
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// hide the slides as soon as body element is available
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"></script>
</head>
<body>
<div class="slide titlepage">
<h1 class="title">分群模型（Clustering）</h1>
<p class="author">
郭耀仁
</p>
<p class="date">2017-02-17</p>
</div>
<div class="slide section level2">
<h1>常見的機器學習問題</h1>
<ul>
<li>監督式學習
<ul>
<li>迴歸模型</li>
<li>分類模型</li>
</ul></li>
<li>非監督式學習
<ul>
<li>分群模型（*）</li>
</ul></li>
</ul>
</div>
<div class="slide section level2">
<h1>分群模型的特性</h1>
<ul>
<li>訓練資料集是沒有答案的, 所以沒有對與錯</li>
<li>組內差異小</li>
<li>組間差異大</li>
<li>差異是以觀測值之間的<strong>距離</strong>作為度量</li>
</ul>
</div>
<div id="k-means" class="slide section level2">
<h1>K-Means</h1>
<ul>
<li>隨便放 k 個中心點</li>
<li>依照各點與 k 個中心點的距離標記分群</li>
<li>然後將中心點移到各群的中心</li>
<li>重複上兩個步驟一直到中心點的移動已經收斂</li>
<li>如下圖（k = 2）：</li>
</ul>
<div class="figure">
<img 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" alt="Stanford.edu：K-Means 視覺化" />
<p class="caption">Stanford.edu：K-Means 視覺化</p>
</div>
</div>
<div id="kmeans-" class="slide section level2">
<h1><code>kmeans()</code> 函數</h1>
<ul>
<li>查詢 <code>kmeans()</code> 函數</li>
<li><code>centers</code> 就是 k 值</li>
<li><code>nstart</code> 是指重新隨意放 k 個中心點的次數, 一般建議 <code>nstart >= 10</code></li>
</ul>
</div>
<div id="kmeans-2" class="slide section level2">
<h1><code>kmeans()</code> 函數（2）</h1>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">iris_km <-<span class="st"> </span>iris[, -<span class="dv">5</span>]
<span class="kw">set.seed</span>(<span class="dv">87</span>)
km_fit <-<span class="st"> </span><span class="kw">kmeans</span>(iris_km, <span class="dt">nstart =</span> <span class="dv">10</span>, <span class="dt">centers =</span> <span class="dv">3</span>)
<span class="co"># Plotting</span>
<span class="kw">par</span>(<span class="dt">mfrow =</span> <span class="kw">c</span>(<span class="dv">1</span>, <span class="dv">2</span>))
<span class="kw">plot</span>(<span class="dt">x =</span> iris$Sepal.Length, <span class="dt">y =</span> iris$Sepal.Width, <span class="dt">col =</span> iris$Species, <span class="dt">main =</span> <span class="st">"Labeled"</span>)
<span class="kw">plot</span>(<span class="dt">x =</span> iris$Sepal.Length, <span class="dt">y =</span> iris$Sepal.Width, <span class="dt">col =</span> km_fit$cluster, <span class="dt">main =</span> <span class="st">"K-Means"</span>, <span class="dt">ylab =</span> <span class="st">""</span>)</code></pre></div>
<p><img 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" width="768" /></p>
</div>
<div class="slide section level2">
<h1>評估分群模型</h1>
<ul>
<li>組內差異（WSS）愈小愈好</li>
<li>組間差異（BSS）愈大愈好</li>
<li>比例 <code>Total WSS/Total SS</code>，這個數值愈低表示績效愈好</li>
</ul>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">ratio <-<span class="st"> </span>km_fit$tot.withinss /<span class="st"> </span>km_fit$totss
ratio</code></pre></div>
</div>
<div id="-k-" class="slide section level2">
<h1>選擇 k 值</h1>
<ul>
<li>隨著 k 增加, <code>Total WSS/Total SS</code> 一定會持續下降</li>
<li>如果我們讓 k = 觀測值數目, 一定可以得到一個 <code>Total WSS/Total SS</code> 最低的結果</li>
<li>但這個不會是我們想要的分群方法</li>
<li>我們要找的是下降效率開始變小的 k</li>
<li>實務上常使用<strong>陡坡圖</strong>來找<strong>手肘點</strong></li>
</ul>
</div>
<div id="-k-2" class="slide section level2">
<h1>選擇 k 值（2）</h1>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">ratio_ss <-<span class="st"> </span><span class="kw">rep</span>(<span class="ot">NA</span>, <span class="dt">times =</span> <span class="dv">20</span>)
for (k in <span class="dv">1</span>:<span class="kw">length</span>(ratio_ss)) {
iris_km <-<span class="st"> </span>iris[, -<span class="dv">5</span>]
<span class="kw">set.seed</span>(<span class="dv">87</span>)
km_fit <-<span class="st"> </span><span class="kw">kmeans</span>(iris_km, <span class="dt">centers =</span> k, <span class="dt">nstart =</span> <span class="dv">10</span>)
ratio_ss[k] <-<span class="st"> </span>km_fit$tot.withinss/km_fit$totss
}
<span class="kw">plot</span>(ratio_ss, <span class="dt">type =</span> <span class="st">"b"</span>, <span class="dt">xlab =</span> <span class="st">"k"</span>, <span class="dt">main =</span> <span class="st">"screeplot"</span>)</code></pre></div>
<p><img src="data:image/png;base64,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" width="768" /></p>
</div>
<div class="slide section level2">
<h1>標準化</h1>
<ul>
<li>Standard Scaler</li>
<li>使用 <code>scale()</code> 函數</li>
</ul>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">scaled_iris_mat <-<span class="st"> </span><span class="kw">scale</span>(iris[, -<span class="dv">5</span>])
scaled_iris_df <-<span class="st"> </span><span class="kw">data.frame</span>(scaled_iris_mat)
<span class="kw">View</span>(scaled_iris_df)</code></pre></div>
</div>
<div id="2" class="slide section level2">
<h1>標準化（2）</h1>
<ul>
<li>Min Max Scaler</li>
<li>自訂</li>
</ul>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="co"># Self-defined function: min_max_scaler</span>
min_max_scaler <-<span class="st"> </span>function(df) {
col_n <-<span class="st"> </span><span class="kw">ncol</span>(df)
empty_matrix <-<span class="st"> </span><span class="kw">matrix</span>(<span class="dt">nrow =</span> <span class="kw">nrow</span>(df), <span class="dt">ncol =</span> <span class="kw">ncol</span>(df))
normalized_df <-<span class="st"> </span><span class="kw">data.frame</span>(empty_matrix)
for (i in <span class="dv">1</span>:col_n) {
minimum <-<span class="st"> </span><span class="kw">min</span>(df[, i])
maximum <-<span class="st"> </span><span class="kw">max</span>(df[, i])
normalized <-<span class="st"> </span>(df[, i] -<span class="st"> </span>minimum) /<span class="st"> </span>(maximum -<span class="st"> </span>minimum)
normalized_df[, i] <-<span class="st"> </span>normalized
}
<span class="kw">names</span>(normalized_df) <-<span class="st"> </span><span class="kw">names</span>(df)
<span class="kw">return</span>(normalized_df)
}
<span class="co"># Function calls</span>
scaled_iris <-<span class="st"> </span><span class="kw">min_max_scaler</span>(iris[, -<span class="dv">5</span>])
<span class="kw">View</span>(scaled_iris)</code></pre></div>
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