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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...
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| Publicado no: | Entropy (Basel) |
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| Main Authors: | , |
| Formato: | Artigo |
| Idioma: | Inglês |
| Publicado em: |
MDPI
2018
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| Assuntos: | |
| Acesso em linha: | https://ncbi.nlm.nih.gov/pmc/articles/PMC7844629/ https://ncbi.nlm.nih.gov/pubmed/33265588 https://ncbi.nlm.nih.govhttp://dx.doi.org/10.3390/e20070498 |
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