Assessing and Improving Prediction and Classification (eBook, PDF)
Timothy Masters
eBook, PDF

Assessing and Improving Prediction and Classification (eBook, PDF)

Theory and Algorithms in C++

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Carry out practical, real-life assessments of the performance of prediction and classification models written in C++. This book discusses techniques for improving the performance of such models by intelligent resampling of training/testing data, combining multiple models into sophisticated committees, and making use of exogenous information to dynamically choose modeling methodologies. Rigorous statistical techniques for computing confidence in predictions and decisions receive extensive treatment. Finally, the last part of the book is devoted to the use of information theory in evaluating an...

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