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Dimensional Reduction
Visual Communication
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Visualizing search results and document collections using topic maps
Visualizing search results and document collections using topic maps,10.1016/j.websem.2010.03.005,Journal of Web Semantics,David Newman,Timothy Baldwi
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Visualizing search results and document collections using topic maps
(
Citations: 2
)
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David Newman
,
Timothy Baldwin
,
Lawrence Cavedon
,
Eric Huang
,
Sarvnaz Karimi
,
David Martinez
,
Falk Scholer
,
Justin Zobel
This paper explores visualizations of document collections, which we call topic maps. Our
topic maps
are based on a topic model of the document collection, where the topic model is used to determine the semantic content of each document. Using two collections of search results, we show how
topic maps
reveal the semantic structure of a collection and visually communicate the diversity of content in the collection. We describe techniques for assessing the validity and accuracy of topic maps, and discuss the challenge of producing useful two-dimensional maps of documents.
Journal:
Journal of Web Semantics
, vol. 8, no. 2-3, pp. 169-175, 2010
DOI:
10.1016/j.websem.2010.03.005
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Citation Context
(1)
...Newman et al. [
14
] make use of topic maps to visualize document collections...
Alok Sharma
,
et al.
Managing Knowledge for Organization-Wide Ad Hoc Committees
References
(7)
Latent dirichlet allocation
(
Citations: 1957
)
David M. Blei
,
Andrew Y. Ng
,
Michael I. Jordan
Journal:
Journal of Machine Learning Research - JMLR
, vol. 3, pp. 993-1022, 2003
Mapping the backbone of science
(
Citations: 146
)
Kevin W. Boyack
,
Richard Klavans
,
Katy Börner
Journal:
Scientometrics
, vol. 64, no. 3, pp. 351-374, 2005
Concept Decompositions for Large Sparse Text Data Using Clustering
(
Citations: 426
)
Inderjit S. Dhillon
,
Dharmendra S. Modha
Journal:
Machine Learning - ML
, vol. 42, no. 1/2, pp. 143-175, 2001
Finding scientific topics
(
Citations: 542
)
T. L. Griffiths
Journal:
Proceedings of The National Academy of Sciences - PNAS
, vol. 101, no. suppl_1, pp. 5228-5235, 2004
Topics in Semantic Representation
(
Citations: 117
)
Thomas L. Griffiths
,
Mark Steyvers
,
Joshua B. Tenenbaum
Journal:
Psychological Review - PSYCHOL REV
, vol. 114, no. 2, pp. 211-244, 2007
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Citations
(2)
Managing Knowledge for Organization-Wide Ad Hoc Committees
Alok Sharma
,
Les Miller
,
Sree Nilakanta
Conference:
Hawaii International Conference on System Sciences - HICSS
, pp. 1-10, 2011
Visualizing search results based on multi-label classification
Zhihua Wei
,
Duoqian Miao
,
Rui Zhao
,
Chen Xie
,
Zhifei Zhang
Conference:
IEEE International Conference on Progress in Informatics and Computing - PIC
, 2010