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Algorithmic Learning in a Random World
Conformal prediction is a valuable new method of machine learning. Conformal predictors are among the most accurate methods of machine learning, and unlike other state-of-the-art methods, they provide information about their own accuracy and reliability. This new monograph integrates mathematical th...
| Clasificación: | Libro Electrónico |
|---|---|
| Autores principales: | , , |
| Autor Corporativo: | |
| Formato: | Electrónico eBook |
| Idioma: | Inglés |
| Publicado: |
New York, NY :
Springer US : Imprint: Springer,
2005.
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| Edición: | 1st ed. 2005. |
| Temas: | |
| Acceso en línea: | Texto Completo |
Tabla de Contenidos:
- Conformal prediction
- Classification with conformal predictors
- Modifications of conformal predictors
- Probabilistic prediction I: impossibility results
- Probabilistic prediction II: Venn predictors
- Beyond exchangeability
- On-line compression modeling I: conformal prediction
- On-line compression modeling II: Venn prediction
- Perspectives and contrasts.