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First draft of data analysis environments #13
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8a564fd
:construction: wip - data cleaning
LittleAprilFool 8ee48de
:construction: wip computational notebooks
LittleAprilFool 31c743d
:sparkles: finish the first draft
LittleAprilFool 9ed340c
:sparkles: second draft
LittleAprilFool 315839a
:sparkles: final version
LittleAprilFool 2df3803
:bug: fix a small issue
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@inproceedings{muller:2019, | ||
title = {How Data Science Workers Work with Data: Discovery, Capture, Curation, Design, Creation}, | ||
author = {Muller, Michael and Lange, Ingrid and Wang, Dakuo and Piorkowski, David and Tsay, Jason and Liao, Q. Vera and Dugan, Casey and Erickson, Thomas}, | ||
booktitle = {Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems}, | ||
year = {2019}, | ||
pages = {126:1--126:15}, | ||
doi = {10.1145/3290605.3300356}, | ||
publisher = {ACM} | ||
} | ||
|
||
@article{donoho:2017, | ||
title = {50 Years of Data Science}, | ||
author = {David Donoho}, | ||
journal = {Journal of Computational and Graphical Statistics}, | ||
year = {2017}, | ||
publisher = {Taylor & Francis}, | ||
doi = {10.1080/10618600.2017.1384734}, | ||
} | ||
|
||
@inproceedings{kery:2017:exploring, | ||
title = {Exploring exploratory programming}, | ||
author = {Kery, Mary Beth and Myers, Brad A.}, | ||
doi = {10.1109/VLHCC.2017.8103446}, | ||
booktitle = {2017 {IEEE} Symposium on Visual Languages and Human-Centric Computing ({VL}/{HCC})}, | ||
date = {2017-10}, | ||
year = {2017} | ||
} | ||
|
||
@inproceedings{zhang:2017, | ||
author = {Zhang, Xiong and Guo, Philip J.}, | ||
title = {DS.Js: Turn Any Webpage into an Example-Centric Live Programming Environment for Learning Data Science}, | ||
booktitle = {Proceedings of the 30th Annual ACM Symposium on User Interface Software and Technology}, | ||
series = {UIST '17}, | ||
year = {2017}, | ||
doi = {10.1145/3126594.3126663}, | ||
publisher = {ACM}, | ||
} | ||
|
||
@inproceedings{zhang:2019, | ||
author = {Zhang, Xiong and Guo, Philip J.}, | ||
title = {Mallard\&\#58; Turn the Web into a Contextualized Prototyping Environment for Machine Learning}, | ||
booktitle = {Proceedings of the 32Nd Annual ACM Symposium on User Interface Software and Technology}, | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. 32Nd -> 32nd |
||
series = {UIST '19}, | ||
year = {2019}, | ||
pages = {605--618}, | ||
numpages = {14}, | ||
doi = {10.1145/3332165.3347936}, | ||
publisher = {ACM}, | ||
} | ||
|
||
@inproceedings{gulwani:2011, | ||
author = {Gulwani, Sumit}, | ||
title = {Automating String Processing in Spreadsheets Using Input-output Examples}, | ||
booktitle = {Proceedings of the 38th Annual ACM SIGPLAN-SIGACT Symposium on Principles of Programming Languages}, | ||
series = {POPL '11}, | ||
year = {2011}, | ||
pages = {317--330}, | ||
numpages = {14}, | ||
doi = {10.1145/1926385.1926423}, | ||
publisher = {ACM}, | ||
} | ||
|
||
@article{wang:2012, | ||
author = {Wang, Jiannan and Kraska, Tim and Franklin, Michael J. and Feng, Jianhua}, | ||
title = {CrowdER: Crowdsourcing Entity Resolution}, | ||
journal = {Proc. VLDB Endow.}, | ||
issue_date = {July 2012}, | ||
volume = {5}, | ||
number = {11}, | ||
year = {2012}, | ||
pages = {1483--1494}, | ||
numpages = {12}, | ||
doi = {10.14778/2350229.2350263}, | ||
publisher = {VLDB Endowment}, | ||
} | ||
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||
@inproceedings{kandel:2011, | ||
author = {Kandel, Sean and Paepcke, Andreas and Hellerstein, Joseph and Heer, Jeffrey}, | ||
title = {Wrangler: Interactive Visual Specification of Data Transformation Scripts}, | ||
booktitle = {Proceedings of the SIGCHI Conference on Human Factors in Computing Systems}, | ||
series = {CHI '11}, | ||
year = {2011}, | ||
pages = {3363--3372}, | ||
numpages = {10}, | ||
doi = {10.1145/1978942.1979444}, | ||
publisher = {ACM}, | ||
} | ||
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||
@article{satyanarayan:2017, | ||
author={Satyanarayan, Arvind and Moritz, Dominik and Wongsuphasawat, Kanit and Heer, Jeffrey}, | ||
journal={IEEE Transactions on Visualization and Computer Graphics}, | ||
title={Vega-Lite: A Grammar of Interactive Graphics}, | ||
year={2017}, | ||
volume={23}, | ||
number={1}, | ||
pages={341-350}, | ||
doi={10.1109/TVCG.2016.2599030}, | ||
} |
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put abbreviations in titles in braces, e.g.
{DS.js}