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Visual Analysis of Concept Change and Information Diffusion Chaomei Chen, Drexel University Plenary Speech at InSciT2006. Merida, Spain. October 26, 2006
[object Object],[object Object],[object Object],[object Object],Understanding the Structure, the Growth, and Spread of Information and Knowledge ,[object Object],[object Object],[object Object],[object Object],[object Object]
A quick CiteSpace demo Topic:  Terrorism Time span:  1996-2003 ,[object Object],[object Object],[object Object],[object Object],Q1: Current hot topic? Q2: Previous hot topic? Q3: Turning point? Q4: Transition path?
CiteSpace   WebStart
Finding Tipping Points
A: Mass Extinctions Q1: Current hot topic? Q2: Previous hot topic? Q3: Turning point? Q4: Transition path?
B: Terrorism Q1: Current hot topic? Q2: Previous hot topic? Q3: Turning point? Q4: Transition path?
Structural and Temporal Analysis of Scientific Literature ,[object Object],[object Object],before  … after!
Paradigm Shift ,[object Object],[object Object],[object Object],[object Object],turning point
 
Expected Patterns ,[object Object],[object Object],[object Object],[object Object]
Why  Scientists Cite?  ,[object Object],[object Object],[object Object]
 
 
Cluster View
Timezone View
Users from 36 Countries Download 2+   (9/13/2004-8/23/2006)
Users from 14 Countries WebStart It 30+   (9/13/2004-8/23/2006)
Timelines
NameVoyager http://babynamewizard.com/namevoyager/lnv0105.html
ThemeRiver
History Flow ,[object Object]
The Dynamics of Scientific Knowledge
Spatial and Conceptual Diffusion
http://www.fao.org/ag/againfo/foto/EMPRES_Watch_global_flyways.gif
Geospatial patterns of terrorist events
Geospatial patterns of relevant research
http://repositories.cdlib.org/cgi/viewcontent.cgi?article=1037&context=imbs/socdyn/sdeas
The Role of Turning Points in Evolution and … Diffusion
 
 
 
 
 
 
 
 
The Impact of a Pivotal Point Galea , S. et al. (2002) How does the citations to this paper spread geographically? http://cluster.cis.drexel.edu/~cchen/talks/inscit2006/GLEA_M.kml
2006 USA 2005 USA USA
Citers to Galea et al. (2002)
2006 Europe
The Spread of Knowledge
The Spread of Knowledge
An animation of botox research  http://www.pages.drexel.edu/~cc345/video/citation_land_local.avi
What influences the diffusion process?  Making Sense of Emergent Social Phenomena ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Differentiating Conflicting Views 1,738 positive reviews (=4, 5) 918 negative reviews (=1, 2)
Positive Reviews Negative Reviews
customer reviews amazon.com web services TermWatch LT chunker extract terms identify term variations cluster terms Predictive Text Analysis POS tagging term extraction term selection predictive models Data Collection Text Analysis Visual Inspection term variation graph decision trees coordinated views
Term Variations ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
TermWatch
 
3,068 Customer  Reviews The Da Vinci Code   (Amazon Sales Rank: 7)
Making Sense of Concept Change
2001-2003
 
GALEA 2002 WoS:  149  Citations (as of 3/21/2006 within the terrorism data set)  WoS:  292  Citations (as of 10/22/2006) Google Scholar:  308  Citations (as of 10/22/2006)
 
 
Emergency Preparedness Concrete Structure Case Studies Biological Warfare Risk Assessment Survey Assessment Global Justice Biological Weapon Health Care America’s War The Role Military Strategy Many voice Chemical Weapon 2005-2006 2002-2003
Concluding Remarks ,[object Object],[object Object],[object Object],[object Object],[object Object]
Acknowledgements ,[object Object],[object Object],[object Object],[object Object],[object Object]
Backgound Readings ,[object Object],[object Object],[object Object],[object Object],[object Object]

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