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Data Set Modification to Improve ML Algorithm Performance and Speed

Name: Data Set Modification to Improve ML Algorithm Performance and Speed
Brand: LAP LAMBERT Academic Publishing
SKU: 36847777
Price: 33.62 EUR
Availability: InStock
Author: Kishore Anthuvan Sahayaraj K.
ISBN: 9786203928723

Kishore Anthuvan Sahayaraj K.

Jezik

Angleščina

Knjiga Mehka

Koda Libristo: 36847777

Založba LAP LAMBERT Academic Publishing, julij 2021

We propose two pre-processing steps to classification that apply convex hull- based algorithms to th... Celoten opis

Koda Libristo: 36847777

81 b

33.62 €

Na zalogi pri dobavitelju Odposlali bomo v 5-8 dneh

30 dni za vračilo blaga

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.