Efficient Feature Selection and Multiclass Classification with Integrated Instance and Model Based Learning

Multiclass classification and feature (variable) selections are commonly encountered in many biological and medical applications. However, extending binary classification approaches to multiclass problems is not trivial. Instance-based methods such as the K nearest neighbor (KNN) can naturally exten...

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Bibliographic Details
Main Authors: Zhenqiu Liu, Halima Bensmail, Ming Tan
Format: Article
Language:English
Published: SAGE Publishing 2012-01-01
Series:Evolutionary Bioinformatics
Online Access:https://doi.org/10.4137/EBO.S9407