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Published bySilvester Fitzgerald Modified over 9 years ago
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Building a Multi-Year Database of AAG Conference Abstracts André Skupin /Shujing Shu Dept. of Geography / Dept. of Computer Science University of New Orleans
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Knowledge Domain Visualization Why? –understand knowledge domains in terms of: Past how did this research area develop? Present who are the leading researchers and topics? Future what will have high priority for federal funding? Who are the users? –non-specialists: teaching tool –specialists: find trends, emerging topics, potential collaborators –b/w specialists from different domains: enable communication about knowledge domains –funding agencies research impact analysis
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Knowledge Domain Visualization Example: domain experts
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Knowledge Domain Visualization (KDV)
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Knowledge Domain Visualization Geographic/Cartographic/GIScience Perspectives on: –Metaphors map, landscape –Technology GIS –Methods objects vs. fields visualizing change –Challenges computation cognition
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Typical KDV versus KDV based on AAG Typical Knowledge Domain Geographic Knowledge Domain via AAG Meeting Topicseriousserious to whimsical Peer reviewpeer-reviewednot peer-reviewed Project Phasefinalplanning to final Career Phaseearly to latepre- to mid/late-career Abstract-to- Content Prox. closemedium to far Co- Authorship moderate to extensive limited Citationscitationsno citations KDV methodsstructure-basedcontent-based
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AAG abstracts 1993 – 2002 f rom unstructured to structured data Issues: –parse documents begin/end –parse document components metadata –author name, address, email content –title, abstract text, keywords –variations in format between years –variations in format within years –author disambiguation
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AAG abstracts 1993 – 2002 f rom unstructured to structured data
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AAG abstracts 1993 – 2002 n abstracts by year
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AAG abstracts 1993 – 2002 interesting facts abstracts: 22,089 authors: 30,589 unique authors: ~ 13,521 –disambiguation of author names difficult same authors counted more than once –“Andre Skupin” versus “André Skupin” multiple authors with same name –“Michael Smith” versus “Michael Smith” max authors for one abstract: 17 Knight et al. (1999) A framework for integrated regional assessment of global climate change. (Penn State) max abstracts for one author: 29 Kam-biu Liu, Louisiana State University
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AAG Meeting 1992 – 2003: Term Dominance Landscape
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AAG Meeting 1992 – 2003: Term Dom. Landscape + Neuron Label Clusters
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NAS Workshop on Uncertainty Visualization: 3 sessions w/ 3-4 speakers + 1 discussant
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2005 AAG Meeting: Sessions on “Mapping Humanity’s Knowledge in the Digital Domain”
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Author Change Surface – Michael Goodchild 1970 - 19791975 - 1984 [’75-’84] minus [’70-’79]
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Author Change Surface – Michael Goodchild 1980 - 19891985 - 1994 [’85-’94] minus [’80-’89]
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AAG Abstract Database – Future Work –Tool development and deployment AbstractMap System –AbstractMap Manager –AbstractMap Viewer scalability to large data sets? –Tool application time / geographic space / attribute space –cluster emergence/growth/abandonment –disciplinary evolution –institutional evolution –author trajectories –links between conference site and topics integrate across disciplines –map of science
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