Improved Parametric and Nonparametric Classification Techniques

Author:   MD Mahabubur Rahman ,  Ajit Kumar Majumder
Publisher:   LAP Lambert Academic Publishing
ISBN:  

9786202917315


Pages:   124
Publication Date:   25 September 2020
Format:   Paperback
Availability:   Available To Order   Availability explained
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Improved Parametric and Nonparametric Classification Techniques


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Overview

This text considers different parametric and nonparametric classification techniques to classify objects, and make a comparative study among these techniques. In most of the situations, classification techniques give few misclassifications under large samples as well as under the normal populations. If the data set comes from the non-normal populations, then we apply Box-Cox transformation to transform this data set into near normal. Hence, we investigate the effect of Box-Cox transformation and see that Box-Cox transformed data generates better discrimination and classification techniques. Also if the sample size is small, then we use the Bootstrap approach for classifying objects, and investigate that the Bootstrap classification technique used in this analysis performs better than the usual techniques of small samples. There is no unique classification technique that is suitable for all the situations, also examines that nonparametric classification techniques perform better than the parametric classification techniques, whereas the Neural Network classification technique gives optimum solutions among the nonparametric classification techniques.

Full Product Details

Author:   MD Mahabubur Rahman ,  Ajit Kumar Majumder
Publisher:   LAP Lambert Academic Publishing
Imprint:   LAP Lambert Academic Publishing
Dimensions:   Width: 15.20cm , Height: 0.70cm , Length: 22.90cm
Weight:   0.191kg
ISBN:  

9786202917315


ISBN 10:   6202917318
Pages:   124
Publication Date:   25 September 2020
Audience:   General/trade ,  General
Format:   Paperback
Publisher's Status:   Active
Availability:   Available To Order   Availability explained
We have confirmation that this item is in stock with the supplier. It will be ordered in for you and dispatched immediately.

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