TASNIFLASH VA KLASTERLASH
Keywords:
Tasniflash, Klasterlash, Nazoratli o'rganish, Nazoratsiz o'rganish, Guruhlash, Label., Classification, Clustering, Supervised learning, Unsupervised learning, Grouping, Labeling., классификация, кластеризация, обучение с учителем, обучение без учителя, группировка, маркировка.Abstract
Tezisda ma'lumotlarni klasterlash va tasniflash haqida to'liq ma'lumot berib o'tiladi. Ularning afzalliklari, qo'llanish sohalari va ishlash prinsiplari aytib o'tiladi.
The thesis provides a detailed overview of data clustering and classification methods, discussing their advantages, application areas, and working principles.В тезисе подробно рассматриваются методы кластеризации и классификации данных. Описываются их преимущества, области применения и принципы работы.
References
FOYDALANILGAN ADABIYOTLAR
1.Pétrowski, Alain; Ben-Hamida, Sana (2017). Evolutionary algorithms. John Wiley & Sons. p. 30. ISBN 978-1-119-13638-5.
2.Mitchell 1996, p. 2.
3.Gerges, Firas; Zouein, Germain; Azar, Danielle (12 March 2018). "Genetic Algorithms with Local Optima Handling to Solve Sudoku Puzzles". Proceedings of the 2018 International Conference on Computing and Artificial Intelligence. ICCAI 2018. New York, NY, USA: Association for Computing Machinery. pp. 19–22. doi:10.1145/3194452.3194463. ISBN 978-1-4503-6419-5. S2CID 44152535.
4.Burkhart, Michael C.; Ruiz, Gabriel (2023). "Neuroevolutionary representations for learning heterogeneous treatment effects". Journal of Computational Science. 71: 102054. doi:10.1016/j.jocs.2023.102054. S2CID 258752823.
5.Whitley 1994, p. 66.
6.Luque-Rodriguez, Maria; Molina-Baena, Jose; Jimenez-Vilchez, Alfonso; Arauzo-Azofra, Antonio (2022). "Initialization of Feature Selection Search for Classification (sec. 3)". Journal of Artificial Intelligence Research. 75: 953–983. doi:10.1613/jair.1.14015.
7.Eiben, A. E. et al (1994). "Genetic algorithms with multi-parent recombination". PPSN III: Proceedings of the International Conference on Evolutionary Computation. The Third Conference on Parallel Problem Solving from Nature: 78–87. ISBN 3-540-58484-6.
8.Ting, Chuan-Kang (2005). "On the Mean Convergence Time of Multi-parent Genetic Algorithms Without Selection". Advances in Artificial Life: 403–412. ISBN 978-3-540-28848-0.
9.Deb, Kalyanmoy; Spears, William M. (1997). "C6.2: Speciation methods". Handbook of Evolutionary Computation. Institute of Physics Publishing. S2CID 3547258.
10.Shir, Ofer M. (2012). "Niching in Evolutionary Algorithms". In Rozenberg, Grzegorz; Bäck, Thomas; Kok, Joost N. (eds.). Handbook of Natural Computing. Springer Berlin Heidelberg. pp. 1035–1069. doi:10.1007/978-3-540-92910-9_32. ISBN 9783540929093.