Universal Features for High-Dimensional Learning and Inference
Shao-Lun Huang, Anuran Makur, Gregory W. Wornell & Lizhong Zheng
Universal Features for High-Dimensional Learning and Inference
Shao-Lun Huang, Anuran Makur, Gregory W. Wornell & Lizhong Zheng
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English
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Description
In this monograph, the authors develop the idea of extracting “universally good” features of data, and establish that diverse notions of such universality lead to precisely the same features. The information-theoretic approach used results in a local information geometric analysis that facilitates their computation in a host of applications.