Occam's razor: can the data choose its own model?
Choosing model complexity without a validation set. Bayesian evidence makes simplicity the result of a calculation rather than a preference.
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Sources
- MacKay, D. J. C. 2003 · Information Theory, Inference and Learning Algorithms, Bölüm 28 · Cambridge University Press
- Bishop, C. M. 2006 · Pattern Recognition and Machine Learning, Bölüm 3.4 · Springer
- Rasmussen, C. E. & Ghahramani, Z. 2001 · Occam’s Razor · NIPS 2000
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