Learning with the Minimum Description Length Principle
This book introduces readers to the minimum description length (MDL) principle and its applications in learning. The MDL is a fundamental principle for inductive inference, which is used in many applications including statistical modeling, pattern recognition and machine learning. At its core, the M...
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| Autor principal: | |
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| Autor Corporativo: | |
| Formato: | Recurso Electrónico livro electrónico |
| Idioma: | inglês |
| Publicado em: |
Singapore :
Springer Nature Singapore : Imprint: Springer,
2023.
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| Edição: | 1st ed. 2023. |
| Assuntos: | |
| Acesso em linha: | https://doi.org/10.1007/978-981-99-1790-7 |
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Sumário:
- Information and Coding
- Parameter Estimation
- Model Selection
- Latent Variable Model Selection
- Sequential Prediction
- MDL Change Detection
- Continuous Model Selection
- Extension of Stochastic Complexity
- Mathematical Preliminaries.