Open AccessOn the Combination of Logistic Regression and Local Probability Estimates
Author(s) -
Melanie Osl
Publication year - 2009
Publication title -
african journal of information and communication technologies/african journal of communication and information systems/african journal of information and communication technology
Language(s) - English
Resource type - Journals
eISSN - 1449-2679
pISSN - 1838-7500
DOI - 10.5130/ajict.v5i2.1152
Subject(s) - logistic regression , machine learning , artificial intelligence , computer science , classifier (uml) , regression , point (geometry) , statistics , mathematics , geometry
In this paper we give a survey of the combination of classifiers. We briefly describe basic principles of machine learning and the problem of classifier construction and review several approaches to generate different classifiers as well as established methods to combine different classifiers. Then, we introduce our novel approach to assess the appropriateness of different classifiers based on their characteristics for each test point individuall