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IJAIT
2002
122views more  IJAIT 2002»
13 years 4 months ago
Comparing Keyword Extraction Techniques for WEBSOM Text Archives
The WEBSOM methodology for building very large text archives has a very slow method for extracting meaningful unit labels. This is because the method computes for the relative fre...
Arnulfo P. Azcarraga, Teddy N. Yap Jr., Tat-Seng C...
ACL
2008
13 years 5 months ago
Pairwise Document Similarity in Large Collections with MapReduce
This paper presents a MapReduce algorithm for computing pairwise document similarity in large document collections. MapReduce is an attractive framework because it allows us to de...
Tamer Elsayed, Jimmy J. Lin, Douglas W. Oard
IJON
2006
78views more  IJON 2006»
13 years 4 months ago
Improving self-organization of document collections by semantic mapping
In text management tasks, the dimensionality reduction becomes necessary to computation and interpretability of the results generated by machine learning algorithms. This paper de...
Renato Fernandes Corrêa, Teresa Bernarda Lud...
HICSS
2002
IEEE
191views Biometrics» more  HICSS 2002»
13 years 9 months ago
Mindmap: Utilizing Multiple Taxonomies and Visualization to Understand a Document Collection
We present a novel system and methodology for browsing and exploring topics and concepts within a document collection. The process begins with the generation of multiple taxonomie...
W. Scott Spangler, Jeffrey T. Kreulen, Justin Less...