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Improved Parametric and Nonparametric Classification Techniques: The Box-Cox Transformation and Bootstrap Approach - Softcover

Rahman, Md. Mahabubur; Majumder, Ajit Kumar

 
9786202917315: Improved Parametric and Nonparametric Classification Techniques: The Box-Cox Transformation and Bootstrap Approach
Softcover
ISBN 10: 6202917318 ISBN 13: 9786202917315
Verlag: LAP LAMBERT Academic Publishing, 2020

Inhaltsangabe

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.

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Über die Autorin bzw. den Autor

Right now, Dr. Md. Mahabubur Rahman is working as an Associate Professor in the Department of Statistics at Islamic University, Bangladesh. He received a Ph.D. degree in Statistics from KAU, KSA. He has published several research articles extensively in internationally refereed journals. He is the referee of several mathematical journals.

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Verlag
LAP LAMBERT Academic Publishing
Erscheinungsdatum
2020
Sprache
Englisch
ISBN 10 
6202917318
ISBN 13 
9786202917315
Einband
Taschenbuch
Anzahl der Seiten
124
Kontakt zum Hersteller
Nicht verfügbar
Verantwortliche Person
Editions Muse
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Brivibas gatve 197
Riga
1039
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