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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...
| Autores principales: | , |
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| Formato: | Online Artículo Texto |
| Lenguaje: | English |
| Publicado: |
MDPI
2018
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| Materias: | |
| Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7844629/ https://www.ncbi.nlm.nih.gov/pubmed/33265588 http://dx.doi.org/10.3390/e20070498 |