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Link to the Homepage: Information-Theoretic Machine Learning
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Grünwald, Peter The minimum description length principle MIT Press 2007 | |
Jaynes, Edwin T. Probability theory: The logic of science Cambridge 2012 | |
Li, Ming and Vitányi, P. M. An introduction to Kolmogorov complexity and its applications Springer 2019 | |
MacKay, David J. C. Information theory, inference, and learning algorithms Cambridge 2010 | |
Rissanen, Jorma Information and complexity in statistical modeling Springer 2007 | |
Rissanen, Jorma Optimal estimation of parameters Cambridge 2012 | |
Wallace, Christopher S. Statistical and inductive inference by minimum message length Springer 2010 | |
Yamanishi, Kenji Learning with the minimum description length principle Springer 2023 |