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Książka Conformal Prediction for Reliable Machine Learning Vineeth Balasubramanian

Conformal Prediction for Reliable Machine Learning

Autor: Vineeth Balasubramanian
Język: Angielski
Oprawa: Miękka
Wydawca: Elsevier Books
Dostępność: Dostępna u dostawcy
Wysyłamy za 10-18 dni
504.77 zł
The conformal predictions framework is a recent development in machine learning that can associate a...

Informacje o książce

Autor
Vineeth Balasubramanian
Język
Angielski
Oprawa
Książka - Miękka
Data wydania
2014
strony
334
EAN
9780123985378
ISBN
0123985374
Enbook ID
02506266
Wydawca
Elsevier Books
Waga
674
Wymiary
235 x 191 x 15

Pełny opis

The conformal predictions framework is a recent development in machine learning that can associate a reliable measure of confidence with a prediction in any real-world pattern recognition application, including risk-sensitive applications such as medical diagnosis, face recognition, and financial risk prediction. Conformal Predictions for Reliable Machine Learning: Theory, Adaptations and Applications captures the basic theory of the framework, demonstrates how to apply it to real-world problems, and presents several adaptations, including active learning, change detection, and anomaly detection. As practitioners and researchers around the world apply and adapt the framework, this edited volume brings together these bodies of work, providing a springboard for further research as well as a handbook for application in real-world problems. * Understand the theoretical foundations of this important framework that can provide a reliable measure of confidence with predictions in machine learning* Be able to apply this framework to real-world problems in different machine learning settings, including classification, regression, and clustering* Learn effective ways of adapting the framework to newer problem settings, such as active learning, model selection, or change detection

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