{"id":1210,"date":"2026-01-25T19:31:01","date_gmt":"2026-01-25T19:31:01","guid":{"rendered":"https:\/\/www.cs.ubbcluj.ro\/~meco\/a-game-theoretic-based-k-nearest-neighbor-approach-for-binary-classification-2023\/"},"modified":"2026-02-01T12:08:03","modified_gmt":"2026-02-01T12:08:03","slug":"a-game-theoretic-based-k-nearest-neighbor-approach-for-binary-classification-2023","status":"publish","type":"post","link":"https:\/\/www.cs.ubbcluj.ro\/~meco\/a-game-theoretic-based-k-nearest-neighbor-approach-for-binary-classification-2023\/","title":{"rendered":"A Game Theoretic Based K-Nearest Neighbor Approach for Binary Classification (2023)"},"content":{"rendered":"<div class=\"entry-content\">\n<p>IEEE Symposium Series on Computational Intelligence<\/p>\n<h2>Authors<\/h2>\n<p>R. Lung, M. Suciu<\/p>\n<h2>Abstract<\/h2>\n<p>K-nearest neighbor is one of the simplest and most intuitive binary classification methods providing robust results on a wide range of data. However, classification results can be improved by using a decision method that is capable of assigning, if necessary, the minority label from the list of neighbors of a tested instance. In this paper, we propose using a simple game-theoretic model to assign labels based on the neighbors&#x27; information to enhance its performance for binary classification.<\/p>\n<h2>Citation<\/h2>\n<pre class=\"wp-block-preformatted\">@Inproceedings{Lung2023AGT,\n author = {R. Lung and M. Suciu},\n booktitle = {IEEE Symposium Series on Computational Intelligence},\n title = {A Game Theoretic Based K-Nearest Neighbor Approach for Binary Classification},\n year = {2023}\n}<\/pre>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>K-nearest neighbor is one of the simplest and most intuitive binary classification methods providing robust results on a wide range of data. However, classification results can be improved by using a decision method that is capable of assigning, if necessary, the minority label from the list of neighbors of a tested instance. In this paper, we propose using a simple game-theoretic model to assign labels based on the neighbors&#8217; information to enhance its performance for binary classification.<\/p>\n","protected":false},"author":6,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":[],"categories":[4],"tags":[36,11,35],"_links":{"self":[{"href":"https:\/\/www.cs.ubbcluj.ro\/~meco\/wp-json\/wp\/v2\/posts\/1210"}],"collection":[{"href":"https:\/\/www.cs.ubbcluj.ro\/~meco\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.cs.ubbcluj.ro\/~meco\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.cs.ubbcluj.ro\/~meco\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/www.cs.ubbcluj.ro\/~meco\/wp-json\/wp\/v2\/comments?post=1210"}],"version-history":[{"count":1,"href":"https:\/\/www.cs.ubbcluj.ro\/~meco\/wp-json\/wp\/v2\/posts\/1210\/revisions"}],"predecessor-version":[{"id":1469,"href":"https:\/\/www.cs.ubbcluj.ro\/~meco\/wp-json\/wp\/v2\/posts\/1210\/revisions\/1469"}],"wp:attachment":[{"href":"https:\/\/www.cs.ubbcluj.ro\/~meco\/wp-json\/wp\/v2\/media?parent=1210"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.cs.ubbcluj.ro\/~meco\/wp-json\/wp\/v2\/categories?post=1210"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.cs.ubbcluj.ro\/~meco\/wp-json\/wp\/v2\/tags?post=1210"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}