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A neutral zone classifier for three classes with an application to text mining

Authors :
Friel, Dylan C
Friel, Dylan C
Publication Year :
2023

Abstract

A classifier may be limited by its conditional misclassification rates more than its overall misclassification rate. In the case that one or more of the conditional misclassification rates are high, a neutral zone may be introduced to decrease and possibly balance the misclassification rates. In this paper, a neutral zone is incorporated into a three‐class classifier with its region determined by controlling conditional misclassification rates. The neutral zone classifier is illustrated with a text mining application that classifies written comments associated with student evaluations of teaching.

Details

Database :
OAIster
Notes :
Friel, Dylan C, Li, Yunzhe, Ellis, Benjamin, Jeske, Daniel R, Lee, Herbert KH, Kass, Philip H
Publication Type :
Electronic Resource
Accession number :
edsoai.on1401035173
Document Type :
Electronic Resource