Data Set Modification to Improve ML Algorithm Performance and Speed - Softcover

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

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

Inhaltsangabe

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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Über die Autorin bzw. den Autor

Dr. Sathish Kumar Penchala, an education professional, received master's in Distributed Computing System and Doctorate in CSE. He published various journals on Machine Learning.  Dr. Kishore Anthuvan Sahayaraj, an education professional, received master's in Distributed Computing System and Doctorate CSE.

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Verlag
LAP LAMBERT Academic Publishing
Erscheinungsdatum
2021
Sprache
Englisch
ISBN 10 
6203928720
ISBN 13 
9786203928723
Einband
Taschenbuch
Anzahl der Seiten
72
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