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Context as an antidote to information overload. Gail C. Murphy University of British Columbia Tasktop Technologies. Presented at MSA 2010 on March 18, 2010. - PowerPoint PPT Presentation
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Context as an antidote toinformation overload
Gail C. Murphy
University of British ColumbiaTasktop Technologies
Unless otherwise indicated on a particular slide, this work is licensed under a Creative Commons Attribution-Share Alike 2.5 Canada License
Presented at MSA 2010 onMarch 18, 2010
warnings…
emerging thoughts
mixture of fact and fiction
definitions may be fuzzy
Slide not available underCreative Commons license
information
is everywhere
and is neededSlide not available under
Creative Commons license
especially in programming
from 10,000 metres
10,000 Java files26,000 Bugzilla bugs45,000 newsgroup entries
eclipse 3.0
www.eclipse.org/eclipse/development/eclipse_3_0_stats.html
Java files
especially in programming
from 1 metre
massive amountsof data available
changes every54 seconds (IBM group)Fritz, Ou, Murphy and Murphy-Hill, ICSE 2010.
fact 1:programmers face
an avalanche of information daily
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]
emerging informationcan be critical
changing web services
team awareness[Sarma et al, 03]
fact 2:historical and emerging information
increase the avalanche
NowHistorical Emerging
programmers work with fragments of information
change sets are partial
Soloway et. al., 1988
Ko et. al., 2005
fact 3:programmers work with small parts of the avalanche
NowHistorical Emerging
fact 1 programmers face an avalanche of information daily
fact 2 historical and emerging information increase the avalanche
fact 3 programmers work with small parts of the avalanche
information overload
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the nature of work
tasksyesterday
knowledgeownership
context
subset of (optionally decorated)structured information elements
tasksyesterday
knowledgeownership
context
Mylyn - gathering and representation
degree-of-knowledge (DOK) - broader representation
information fragments - composition and presentation
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.
Mylyn in action…
Mylyn – task context
tasks
fact 1 programmers face an avalanche of information daily
fact 2 historical and emerging information increase the avalanche
fact 3 programmers work with small parts of the avalanche
Mylyn – task context
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
DOK – developer context
authorship changes
DOK – developer context
element interaction
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 interestFA = first authorship by programmer pDL = deliveries by programmer pAC = accepts by programmer pDOI = degree-of-interesta, b, c, d are weightings
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
DOK – developer context
bug recommendation- can pick out pertinent ones
programmer1 knowledgemodel
bug 2234
bug 5588
bug 9221changing bugs
with change sets
DOK – developer context
programmer1DOK
programmer2DOK
fact 1 programmers face an avalanche of information daily
fact 2 historical and emerging information increase the avalanche
fact 3 programmers work with small parts of the avalanche
DOK – developer context
information fragments - composition and presentation
bugs fragment
team fragment
composed fragment
presentation 1presentation 2
x
y z
information fragments - composition and presentationbug
s composer
information fragments - composition and presentation
change sets composer
information fragments - composition and presentationsource
code composer
information fragments - composition and presentation compo
sercompos
er
what is my team working on?
what has changed in my
code?
information fragments - composition and presentation
18 industrial participants working on unfamiliar data set from industrial project
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? …
information fragments - composition and presentationRSS feed for web service API
bug changes
information fragments - composition and presentation
fact 1 programmers face an avalanche of information daily
fact 2 historical and emerging information increase the avalanche
fact 3 programmers work with small parts of the avalanche
information fragments - composition and presentation
pervasive use of contexts(getting there)
tasks
developer model
information fragments
pervasive use of contexts(future)
pervasive use of contexts(future)
ContextSelectionConcern
Summary
three top challenges
automatic determination of contextor pre-configured contexts for 98+% of cases
intuitive, low-effort user interfaces for applying and manipulating contexts
work with, share, trade, filter with contexts
meghan allenjohn anvikelisa baniassadwesley coelhodavor cubranicbrian de alwisrob elvesthomas fritzjan hannemannlyndon hiewreid holmesmik kerstenshawn mintoe murphy-hilljingwen oumartin robillardizzet saferdavid shepherdducky sherwoodp. viriyakattiyapornannie yingrobert walkerand others!
information is everywhere and is needed
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context as an antidote to information overload
Gail Murphywww.cs.ubc.ca/~murphy