Assessing Information Transmission in Data Transformations with the Channel Multivariate Entropy Triangle

Assessing Information Transmission in Data Transformations with the Channel Multivariate Entropy Triangle

Data transformation, e.g., feature transformation and selection, is an integral part of any machine learning procedure. In this paper, we introduce an information-theoretic model and tools to assess the quality of data transformations in machine learning tasks. In an unsupervised fashion, we analyze...

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Bibliographic Details
Main Authors: Francisco J. Valverde-Albacete, Carmen Peláez-Moreno
Format: Article
Language:English
Published: MDPI AG 2018-06-01
Series:Entropy
Subjects:
entropy, entropy visualization
entropy balance equation
Shannon-type relations
multivariate analysis
machine learning evaluation
data transformation
Online Access:http://www.mdpi.com/1099-4300/20/7/498

Internet

http://www.mdpi.com/1099-4300/20/7/498

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