Data Set Modification to Improve ML Algorithm Performance and Speed - Couverture souple

Penchala, Dr. Sathish Kumar; K., Dr. Kishore Anthuvan Sahayaraj

 
9786203928723: Data Set Modification to Improve ML Algorithm Performance and Speed
Couverture souple
ISBN 10 : 6203928720 ISBN 13 : 9786203928723
Editeur : LAP LAMBERT Academic Publishing, 2021

Synopsis

We propose two pre-processing steps to classification that apply convex hull- based algorithms to the training set to help improve the performance and speed of classification. The Class Reconstruction algorithm uses a clustering algorithm combined with a convex hull-based approach that re-labels the dataset with a new and expanded class structure. We demonstrate how this performance- improvement algorithm helps boost the accuracy results of Naive Bayes in some, but not all, cases that use real-world datasets.

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Éditeur
LAP LAMBERT Academic Publishing
Date d'édition
2021
Langue
anglais
ISBN 10 
6203928720
ISBN 13 
9786203928723
Reliure
Broché
Nombre de pages
72
Coordonnées du fabricant
non disponible
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