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- W1979538049 abstract "Relationships between clustering, description length, and regularization are pointed out, motivating the introduction of a cost function with a description length interpretation and the unusual and useful property of having its minimum approximated by the densest mode of a distribution. A simple inverse kinematics example is used to demonstrate that this property can be used to select and learn one branch of a multivalued mapping. This property is also used to develop a method for setting regularization parameters according to the scale on which structure is exhibited in the training data. The regularization technique is demonstrated on two real data sets, a classification problem and a regression problem." @default.
- W1979538049 created "2016-06-24" @default.
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- W1979538049 date "1996-04-01" @default.
- W1979538049 modified "2023-09-27" @default.
- W1979538049 title "Minimum Description Length, Regularization, and Multimodal Data" @default.
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- W1979538049 doi "https://doi.org/10.1162/neco.1996.8.3.595" @default.
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