A New Linear Classifier Based on Combining Supervised and Unsupervised Techniques

• Published in: International journal of computers, communications & control Vol. 6; no. 1; p. 175
• Main Authors: State, Luminiţa, Paraschiv-Munteanu, Iuliana
• Format: Journal Article
• Language: English
• Published: Oradea Agora University of Oradea 01.03.2011
• Subjects: Algorithms; Choice learning; Classifiers; Concept learning; Cost function; Learning algorithms; Machine learning; Optimization; Parameter estimation; Support vector machines

The aim of the research reported in the paper is to obtain an alternative approach in using Support Vector Machine (SVM) in case of nonlinearly separable data based on using the k-means algorithm instead of the standard kernel based approach. The SVM is a relatively new concept in machine learning a...