Statistical Prediction and Machine Learning

Statistical Prediction and Machine Learning

Chen, John Tuhao; Lee, Clement; Chen, Lincy Y.

Taylor & Francis Ltd

08/2024

298

Dura

9780367332273

15 a 20 dias

Descrição não disponível.
Preface 1. Two Cultures in Data Science 2. Fundamental Instruments 3. Sensitivity and Specificity Trade-off 4. Bias and Variation Trade-off 5. Linear Prediction 6. Nonlinear Prediction 7. Minimum Risk Classification 8. Support Vectors and Duality Theorem 9. Decision Trees and Range Regressions 10. Unsupervised Learning and Optimization 11. Simultaneous Learning and Multiplicity Bibliography Index
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random forests;data science;deep learning;case studies;artificial intelligence;data mining