Jonathan Crabtree - PowerPoint PPT Presentation

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Jonathan Crabtree

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Title: Jonathan Crabtree


1
Vision for Sociometric Analysis of Long-tail
Science Data
Jonathan Crabtree Assistant Director of Computing
and Archival Research UNC Chapel Hill, Odum
Institute
2
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3
Motivation
4
How do we cope?
  • Metadata creation
  • Data discovery
  • Data organization

http//blog.whatarmy.com/overwhelmed-by-social-med
ia/
5
Data Similarity
  • What can we learn by comparing?

http//www.gotyourhandsfull.com/2009/09/twins-and-
more-on-a-tuesday-post-natal-depression-in-multipl
e-birth-mums.html
6
http//visualparadox.com/wallpapers/binary1600.ht
m
7
Data Gatherer
  • Data variables
  • Metadata
  • Audit trails
  • Analytical methods
  • Publications

8
Relevance Algorithms
  • Data to Data
  • User to Data
  • Methods to Data

9
Sociometric Network Analysis
  • Community detection
  • Clustering

10
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12
Benefits
13
Assisted Metadata
Benefits
  • Machine learning algorithm

14
Human Input
  • Interaction with archivist and researchers

15
Standardized APIs
  • Designed to work with repositories

16
Guided Metadata Creation
  • Assist with keyword selection
  • Suggest ontologies

17
Linking Data
  • Across data types
  • Across disciplines

18
Recommending Data
  • Collaborative filtering
  • Multi-disciplinary team suggestions

Slide acknowledgment Wikimedia Commons
http//psychosocial.actalliance.org/default.aspx?d
i65446ptid66401
19
Thank You
Jonathan_Crabtree_at_unc.edu
http//www.odum.unc.edu
http//databridge.web.unc.edu
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