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Atlam, El-Sayed; Okada, Makoto; Shishibori, Masami; Aoe, Jun-ichi – Information Processing & Management, 2002
Discussion of word frequency and keywords in text focuses on a method to estimate automatically the stability classes that indicate a word's popularity with time-series variations based on the frequency change in past electronic text data. Compares the evaluation of decision tree stability class results with manual classification results.…
Descriptors: Comparative Analysis, Electronic Text, Evaluation Methods, Keywords
Peer reviewed Peer reviewed
Atlam, El-Sayed; Fuketa, Masao; Morita, Kazuhiro; Aoe, Jun-ichi – Information Processing & Management, 2000
Discussion of natural language processing focuses on term weighting in information retrieval. Presents a new weighting method that depends on low frequency terms, called negative weighted inverse verb frequency, and discusses case frames, word similarity, similarity measurement, and recall and precision improvement. (LRW)
Descriptors: Information Retrieval, Mathematical Formulas, Measurement Techniques, Natural Language Processing
Peer reviewed Peer reviewed
Atlam, El-Sayed; Fuketa, M.; Morita, K.; Aoe, Jun-ichi – Information Processing & Management, 2003
Discussion of text analysis and information retrieval and measurement of document similarity focuses on a new text manipulation system called FA (field association)-Sim that is useful for retrieving information in large heterogeneous texts and for recognizing content similarity in text excerpts. Discusses recall and precision, automatic indexing…
Descriptors: Automatic Indexing, Content Analysis, Information Retrieval, Mathematical Formulas