1. Statistical Classification of Scientific Publications.
- Author
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Balys, Vaidas and Rudzkis, Rimantas
- Subjects
- *
AUTOMATIC classification , *SCIENTIFIC archives , *ALGORITHMS , *PROBABILISTIC automata , *THEORY of distributions (Functional analysis) , *PARAMETER estimation , *DISTRIBUTION (Probability theory) - Abstract
The problem of automatic classification of scientific texts is considered. Methods based on statistical analysis of probabilistic distributions of scientific terms in texts are discussed. The procedures for selecting the most informative terms and the method of making use of auxiliary information related to the terms positions are presented. The results of experimental evaluation of proposed algorithms and procedures over real-world data are reported. [ABSTRACT FROM AUTHOR]
- Published
- 2010
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