title: Ð¡ÑÐ°Ð²Ð½Ð¸ÑÐµÐ»ÑÐ½ÑÐ¹ Ð°Ð½Ð°Ð»Ð¸Ð· ÑÑÑÐµÐºÑÐ¸Ð²Ð½Ð¾ÑÑÐ¸ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ð¾Ð² Ð¼Ð°ÑÐºÐ¸ÑÐ¾Ð²ÐºÐ¸ Ð¿ÑÐ¸ SV-ÐºÐ»Ð°ÑÑÐµÑÐ¸Ð·Ð°ÑÐ¸Ð¸
title: Ð²ÑÐ¿ÑÑÐºÐ½Ð°Ñ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð±Ð°ÐºÐ°Ð»Ð°Ð²ÑÐ°
titleType: Subtitle
title: Comparison analysis of cluster labeling performance for SV-clustering
Creators: name: ÐÐ³Ð°Ð»Ð°ÐºÐ¾Ð², ÐÐ°Ð½Ð¸Ð¸Ð»
Publisher: name: Ð¡Ð°Ð½ÐºÑ-ÐÐµÑÐµÑÐ±ÑÑÐ³ÑÐºÐ¸Ð¹ Ð¿Ð¾Ð»Ð¸ÑÐµÑÐ½Ð¸ÑÐµÑÐºÐ¸Ð¹ ÑÐ½Ð¸Ð²ÐµÑÑÐ¸ÑÐµÑ ÐÐµÑÑÐ° ÐÐµÐ»Ð¸ÐºÐ¾Ð³Ð¾
Year: 2021
Subjects: ÐºÐ»Ð°ÑÑÐµÑÐ¸Ð·Ð°ÑÐ¸Ñ
Ð¾Ð¿Ð¾ÑÐ½ÑÐµ Ð²ÐµÐºÑÐ¾ÑÑ
ÑÐ²ÑÐ·Ð½ÑÐµ Ð¾Ð¿Ð¾ÑÐ½ÑÐµ Ð²ÐµÐºÑÐ¾ÑÑ
ÐºÑÐ¸ÑÐµÑÐ¸Ð¸ ÐºÐ°ÑÐµÑÑÐ²Ð° ÐºÐ»Ð°ÑÑÐµÑÐ¸Ð·Ð°ÑÐ¸Ð¸
clustering
support vectors
bounded support vectors
clustering quality criteria

description: Ð Ð°Ð±Ð¾ÑÐ° Ð¿Ð¾ÑÐ²ÑÑÐµÐ½Ð° Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ ÑÐ°Ð·Ð»Ð¸ÑÐ½ÑÑ Ð¿ÑÐ¾ÑÐµÐ´ÑÑ Ð¼Ð°ÑÐºÐ¸ÑÐ¾Ð²ÐºÐ¸ Ð¿ÑÐ¸ ÐºÐ»Ð°ÑÑÐµÑÐ¸Ð·Ð°ÑÐ¸Ð¸ Ñ Ð¿ÑÐ¸Ð¼ÐµÐ½ÐµÐ½Ð¸ÐµÐ¼ SV-Ð¿Ð¾Ð´ÑÐ¾Ð´Ð° Ð¸ ÑÑÐ°Ð²Ð½ÐµÐ½Ð¸Ñ Ð¸Ñ ÑÑÑÐµÐºÑÐ¸Ð²Ð½Ð¾ÑÑÐ¸. ÐÐ°Ð´Ð°ÑÐ¸, ÐºÐ¾ÑÐ¾ÑÑÐµ ÑÐµÑÐ°Ð»Ð¸ÑÑ Ð² ÑÐ¾Ð´Ðµ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ: 1) ÐÐ·Ð½Ð°ÐºÐ¾Ð¼Ð»ÐµÐ½Ð¸Ðµ Ñ SV-Ð¿Ð¾Ð´ÑÐ¾Ð´Ð¾Ð¼ Ðº ÑÐµÑÐµÐ½Ð¸Ñ Ð·Ð°Ð´Ð°ÑÐ¸ ÐºÐ»Ð°ÑÑÐµÑÐ¸Ð·Ð°ÑÐ¸Ð¸. 2) ÐÑÐ±Ð¾Ñ ÑÑÑÐµÐºÑÐ¸Ð²Ð½ÑÑ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ð¾Ð² Ð¼Ð°ÑÐºÐ¸ÑÐ¾Ð²ÐºÐ¸ Ð¿ÑÐ¸ SV-ÐºÐ»Ð°ÑÑÐµÑÐ¸Ð·Ð°ÑÐ¸Ð¸. 3) Ð ÐµÐ°Ð»Ð¸Ð·Ð°ÑÐ¸Ñ Ð¾ÑÐ¾Ð±ÑÐ°Ð½Ð½ÑÑ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ð¾Ð². 4) ÐÐ¿ÑÐ¾Ð±Ð°ÑÐ¸Ñ ÑÐ°Ð±Ð¾ÑÑ ÑÐµÐ°Ð»Ð¸Ð·Ð¾Ð²Ð°Ð½Ð½ÑÑ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ð¾Ð² Ð½Ð° Ð¼Ð¾Ð´ÐµÐ»ÑÐ½ÑÑ Ð´Ð°Ð½Ð½ÑÑ. 5) Ð¡ÑÐ°Ð²Ð½ÐµÐ½Ð¸Ðµ ÑÐµÐ·ÑÐ»ÑÑÐ°ÑÐ¾Ð² ÑÐ°Ð±Ð¾ÑÑ ÑÐµÐ°Ð»Ð¸Ð·Ð¾Ð²Ð°Ð½Ð½ÑÑ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ð¾Ð² ÐºÐ»Ð°ÑÑÐµÑÐ¸Ð·Ð°ÑÐ¸Ð¸ Ð½Ð° Ð´Ð°Ð½Ð½ÑÑ Ð¸Ð· ÑÐµÐ¿Ð¾Ð·Ð¸ÑÐ¾ÑÐ¸Ñ Ð¸ Ð¸Ñ Ð¸Ð½ÑÐµÑÐ¿ÑÐµÑÐ°ÑÐ¸Ñ. Ð Ð¿ÑÐ¾ÑÐµÑÑÐµ ÑÐ°Ð±Ð¾ÑÑ Ð±ÑÐ»Ð¸ ÑÐµÐ°Ð»Ð¸Ð·Ð¾Ð²Ð°Ð½Ñ ÑÑÐ¸ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ð° Ð¼Ð°ÑÐºÐ¸ÑÐ¾Ð²ÐºÐ¸ Ð´Ð°Ð½Ð½ÑÑ Ð¿ÑÐ¸ ÑÐµÑÐµÐ½Ð¸Ð¸ Ð·Ð°Ð´Ð°ÑÐ¸ ÐºÐ»Ð°ÑÑÐµÑÐ¸Ð·Ð°ÑÐ¸Ð¸ Ð½Ð° Ð¾ÑÐ½Ð¾Ð²Ðµ SV-Ð¿Ð¾Ð´ÑÐ¾Ð´Ð°. Ð§Ð¸ÑÐ»ÐµÐ½Ð½ÑÐµ ÑÐºÑÐ¿ÐµÑÐ¸Ð¼ÐµÐ½ÑÑ, Ð¿ÑÐ¾Ð²ÐµÐ´ÐµÐ½Ð½ÑÐµ Ð½Ð° ÑÑÐ´Ðµ Ð´Ð°Ð½Ð½ÑÑ Ð¸Ð· ÑÐµÐ¿Ð¾Ð·Ð¸ÑÐ¾ÑÐ¸Ñ, Ð¿Ð¾Ð·Ð²Ð¾Ð»Ð¸Ð»Ð¸ Ð²ÑÑÐ²Ð¸ÑÑ Ð¸Ð· ÑÐ¸ÑÐ»Ð° Ð¸ÑÑÐ»ÐµÐ´ÑÐµÐ¼ÑÑ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ð¾Ð² Ð½Ð°Ð¸Ð±Ð¾Ð»ÐµÐµ ÑÑÑÐµÐºÑÐ¸Ð²Ð½ÑÑ Ð¿ÑÐ¾ÑÐµÐ´ÑÑÑ Ð¼Ð°ÑÐºÐ¸ÑÐ¾Ð²ÐºÐ¸. ÐÑÐµ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ñ Ð±ÑÐ»Ð¸ ÑÐµÐ°Ð»Ð¸Ð·Ð¾Ð²Ð°Ð½Ñ Ð² ÑÑÐµÐ´Ðµ MATLAB, Ð²ÐµÑÑÐ¸Ñ 2020 b. Ð ÐµÐ·ÑÐ»ÑÑÐ°ÑÑ Ð´Ð°Ð½Ð½Ð¾Ð³Ð¾ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ Ð¼Ð¾Ð³ÑÑ Ð±ÑÑÑ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°Ð½Ñ Ð¿ÑÐ¸ ÑÐµÑÐµÐ½Ð¸Ð¸ Ð¿ÑÐ°ÐºÑÐ¸ÑÐµÑÐºÐ¸Ñ Ð·Ð°Ð´Ð°Ñ ÐºÐ»Ð°ÑÑÐµÑÐ¸Ð·Ð°ÑÐ¸Ð¸ Ð´Ð°Ð½Ð½ÑÑ ÑÐ°Ð·Ð»Ð¸ÑÐ½Ð¾Ð¹ Ð¿ÑÐ¸ÑÐ¾Ð´Ñ.
description: The paper is devoted to the study of various labeling procedures for clustering using the SV approach and comparing their effectiveness. The research set the following goals: 1) Introduction to the SV approach to solving the clustering problem. 2) Selection of effective labeling algorithms for SV clustering. 3) Implementation of the selected algorithms. 4) Testing the operation of the implemented algorithms on model data. 5) Comparison of the results of the implemented clustering algorithms on the data from the repository and their interpretation. In the course of the work, three algorithms for data labeling were implemented in solving the clustering problem based on the SV approach. Numerical experiments conducted on several data from the repository allowed us to identify the most effective labeling procedure among the algorithms under study. All algorithms were implemented in the MATLAB environment, version 2020 b. The results of this study can be applied in solving practical problems of clustering data of various nature.