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10/12/2020
An Information-Theoretic Perspective on Overfitting and Underfitting
We present an information-theoretic framework for understanding overfitt...
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12/23/2019
The Labeling Distribution Matrix (LDM): A Tool for Estimating Machine Learning Algorithm Capacity
Algorithm performance in supervised learning is a combination of memoriz...
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11/09/2019
The Bias-Expressivity Trade-off
Learning algorithms need bias to generalize and perform better than rand...
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07/13/2019