THE COREFERENCE RESOLUTION USING A DECISION TREE
In today’s world, where computers managed perform almost all tasks, Coreference Resolution issues for every language has become an urgent and unavoidable task. This article is dedicated to phenomenon of Coreference and discusses the classification phase of Coreference Resolution and the importance of the Decision Tree algorithm in this process. It also includes the results and analysis of tests conducted on a small dataset of texts in Uzbek.
1. Onarqulov M.K., Yusupov M.A., Xudoyberdiyev N.Z. Qarorlar daraxtini qurish algoritmlari. / “Izlanuvchi” ilmiymetodik jurnali, 1-son, B. 32-38. / www.phoenixpublictaion.net
2. Onarqulov M.K., Omonaliyeva E.U. Qarorlar daraxti va uni kiritish algoritmi. / Science and innovation in the education system international scientific-online conference, B. 66-73.
3. Aone C., Bennett S.W. Evaluating automated and manual acquisition of anaphora resolution strategies. / Proceedings of the 33rd Annual Meeting on Association for Computational Linguistics, Association for Computational Linguistics, 1995, pp. 122–129.
4. Soon W., Ng H. and Lim D. A Machine Learning Approach to Coreference Resolution of Noun Phrases, Computational Linguistics 27 (4), 2001, pp. 521–544.
5. Ng V., Cardie C. Improving machine learning approaches to coreference resolution, in: Proceedings of the 40th Annual Meeting of the Association for Computational Linguistics, 2002, pp. 104-111.
6. Ram V.S., Devi S.L. Clause Boundary Identification Using Conditional Random Fields. / A. Gelbukh (Ed.): CICLing 2008, LNCS 4919, 2008, pp.140-150.
7. Šteflović K., Kapusta J. Coreference Resolution for Improving Performance Measures of Classification Tasks. / Applied Sciences, 13, 9272, 2023, pp. 1-20. / https://doi.org/10.3390/app13169272
8. Quinlan J.R. C 4.5: Programm for Machine Learning. / Morgan Kaufmann publishers, Vol. 16, 1993, pp. 235-240.
9. www.geeksforgeeks.org/decision-tree
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