Article

Article title DEVELOPING A MODEL OF DOCUMENT SUBMISSION AND AN AUTOMATED CLASSIFIER BASED ON FUZZY LOGIC
Authors Ha Chi Trung
Section SECTION III. ARTIFICIAL INTELLECT AND INDISTINCT SYSTEMS
Month, Year 09, 2008 @en
Index UDC 681.325.65
DOI
Abstract This article is devoted to developing a model of document representation and a model of automated classifier. There offers a model based on fuzzy logic to solve the problem in automatic document classification for information systems. The measure of affinity between document and subject is based on the information, what extracted as a result of the statistical and linguistic analysis.

Download PDF

Keywords classifiers, automated classification, text classification, document submission model, model of document representation.
References 1. Блюмин С.Л., Шуйкова И.А., Сараев П.В., Черпаков И.В. Нечеткая логика: алгебраические основы и приложения: Монография. – Липецк: ЛЭГИ, 2002. – 113 с.
2. Ха Т.Ч., Юрчук С.Н. Создание текстовой выборки на основе электронного архива данных лаборатории ELDIC для исследования задач автоматической обработки текстов на естественном языке // Труды Всероссийской научной школы-семинар молодых ученых, аспирантов и студентов Таганрог: "Интеллектуализация информационного поиска, скантехнологии и электронные библиотеки". – Таганрог: Изд-во ТТИ ЮФУ, 2008. – С. 82-86.
3. Igor Kuralenok, Vladimir Dobrynin, Igor Nekrestyanov, Mikhail Bessonov, and Ahmed Patel. Distributed search in topic-oriented document collections. In Proc. of World Multiconference on Systematics, Cybernetics and Informatics (SCI'99), volume 4, pp. 377-383, Orlando, Florida, USA, August 1999.
4. Dumais S.T., Platt J., Heckerman D., Sahami M. Inductive learning algorithms and representations for text categorization. In Proceedings of CIKM-98, 7th ACM International Conference on Information and Knowledge Management (Bethesda, MD, 1998), 148-155.
5. Haris Z. Mathematical Structures of Language. Interscience Publishers John Wiley & Sons, New York. – 1968, 80. – 230 p.
6. McCallum A., Nigam K. A Comparison of Event Models for Naive Bayes Text Classification. In AAAI/ICML-98 Workshop on Learning for Text Categorization, 1998. p. 41-48.
7. Sebastiani F. Machine Learning in Automated Text Categorization. ACM Computing Surveys, 34(1): 1-47, 2002.

Comments are closed.