Assessing and Improving Prediction and Classification
Timothy Masters
Broschiertes Buch

Assessing and Improving Prediction and Classification

Theory and Algorithms in C++

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Assess the quality of your prediction and classification models in ways that accurately reflect their real-world performance, and then improve this performance using state-of-the-art algorithms such as committee-based decision making, resampling the dataset, and boosting. This book presents many important techniques for building powerful, robust models and quantifying their expected behavior when put to work in your application.Considerable attention is given to information theory, especially as it relates to discovering and exploiting relationships between variables employed by your models. T...