Conformal Prediction for Reliable Machine Learning

Szerző: Vineeth Balasubramanian

Nyelv:

Kötés: Puha kötésű

Kiadó: Elsevier Books

Elérhetőség: Beszállítói készleten

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The conformal predictions framework is a recent development in machine learning that can associate a...

Információk a könyvről

Szerző

Vineeth Balasubramanian

Nyelv

Angol

Kötés

Könyv - Puha kötésű

Kiadva

2014

oldal

334

EAN

9780123985378

ISBN

0123985374

Enbook ID

02506266

Kiadó

Elsevier Books

Súly

674

Méretek

235 x 191 x 15

Teljes leírás

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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Conformal Prediction for Reliable Machine Learning

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