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Context as an antidote to information overload Gail C. Murphy University of British Columbia Tasktop Technologies Unless otherwise indicated on a particular slide, this work is licensed under a Creative Commons Attribution-Share Alike 2.5 Canada LicenseCreative Commons Attribution-Share Alike 2.5 Canada License Presented at MSA 2010 on March 18, 2010
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warnings… emerging thoughts mixture of fact and fiction definitions may be fuzzy
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Slide not available under Creative Commons license
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information is everywhere and is needed Slide not available under Creative Commons license
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especially in programming from 10,000 metres 10,000Java files 26,000Bugzilla bugs 45,000newsgroup entries eclipse 3.0 www.eclipse.org/eclipse/development/eclipse_3_0_stats.html Java files
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especially in programming from 1 metre massive amounts of data available changes every 54 seconds (IBM group) Fritz, Ou, Murphy and Murphy-Hill, ICSE 2010.
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fact 1: programmers face an avalanche of information daily
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historical information can be helpful recommendations - previous change tasks [Ĉubranić et. al, 2003] - methods that frequently change together [Zimmermann et. al, 2004] - methods navigated together [DeLine et. al, 2005]
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emerging information can be critical changing web services team awareness [Sarma et al, 03]
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fact 2: historical and emerging information increase the avalanche NowHistoricalEmerging
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programmers work with fragments of information change sets are partial Soloway et. al., 1988 Ko et. al., 2005
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fact 3: programmers work with small parts of the avalanche Now HistoricalEmerging
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fact 1 programmers face an avalanche of information daily fact 2 historical and emerging information increase the avalanche fact 3programmers work with small parts of the avalanche information overload Slide not available under Creative Commons license
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the nature of work tasks yesterday knowledge ownership
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context subset of (optionally decorated) structured information elements tasks yesterday knowledge ownership
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context Mylyn - gathering and representation degree-of-knowledge (DOK) - broader representation information fragments - composition and presentation
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Mylyn – task context built automatically as a programmer works interest each element in context decorated with degree-of-interest (DOI) Kersten and Murphy, FSE 2006.
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Mylyn in action…
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Mylyn – task context tasks
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fact 1 programmers face an avalanche of information daily fact 2 historical and emerging information increase the avalanche fact 3programmers work with small parts of the avalanche Mylyn – task context
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DOK – developer context programmer 1 built automatically as a programmer works from interaction & authorship each element decorated with degree- of-knowledge (DOK) Fritz, Ou, Murphy and Murphy-Hill, ICSE 2010. programmer 2
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DOK – developer context authorship changes
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DOK – developer context element interaction
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DOK – developer context DOK(e, p): a*FA(e, p) + b*DL(e, p) - c*AC(e,p) + d *DOI(e,p) e = element of interest FA = first authorship by programmer p DL = deliveries by programmer p AC = accepts by programmer p DOI = degree-of-interest a, b, c, d are weightings
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DOK – developer context expertise recommendation study with 7 IBM developers 55% accuracy compared to developer assessments of experts for packages 11% better accuracy than existing approaches on same data
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DOK – developer context bug recommendation - can pick out pertinent ones programmer 1 knowledge model bug 2234 bug 5588 bug 9221 changing bugs with change sets
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DOK – developer context programmer1 DOK programmer2 DOK
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fact 1 programmers face an avalanche of information daily fact 2 historical and emerging information increase the avalanche fact 3programmers work with small parts of the avalanche DOK – developer context
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information fragments - composition and presentation bugs fragment team fragment composed fragment presentation 1 presentation 2 x y z
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information fragments - composition and presentation bug s composer
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information fragments - composition and presentation change sets composer
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information fragments - composition and presentation source code compos er
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information fragments - composition and presentation compos er what is my team working on? what has changed in my code?
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information fragments - composition and presentation 18 industrial participants working on unfamiliar data set from industrial project
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information fragments - composition and presentation interviewed 11 industrial developers 78 questions of interest - Who is working on what? - What is the evolution of the code? - Who is using the API I am about to change? …
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information fragments - composition and presentation RSS feed for web service API bug changes
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information fragments - composition and presentation
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fact 1 programmers face an avalanche of information daily fact 2 historical and emerging information increase the avalanche fact 3programmers work with small parts of the avalanche information fragments - composition and presentation
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pervasive use of contexts (getting there) tasks developer model information fragments
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pervasive use of contexts (future)
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Task s Context Selection Concern Summary
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three top challenges automatic determination of context or pre-configured contexts for 98+% of cases intuitive, low-effort user interfaces for applying and manipulating contexts work with, share, trade, filter with contexts
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meghan allen john anvik elisa baniassad wesley coelho davor cubranic brian de alwis rob elves thomas fritz jan hannemann lyndon hiew reid holmes mik kersten shawn minto e murphy-hill jingwen ou martin robillard izzet safer david shepherd ducky sherwood p. viriyakattiyaporn annie ying robert walker and others!
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information is everywhere and is needed
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Slide not available under Creative Commons license
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context as an antidote to information overload Gail Murphy www.cs.ubc.ca/~murphy
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