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The Elements of Statistical Learning

by Trevor Hastie, Robert Tibshirani, Jerome Friedman

Cover of The Elements of Statistical Learning
Popularity 65

Describes important statistical ideas in machine learning, data mining, and bioinformatics. Covers a broad range, from supervised learning (prediction), to unsupervised learning, including classification trees, neural networks, and support vector machines.

Supervised learning (Machine learning)Database managementArtificial Intelligence (incl. Robotics)StatisticsArtificial intelligenceBiologyData processingComputer scienceMathematical statisticsComputer Appl. in Life SciencesProbability and Statistics in Computer ScienceStatistical Theory and Methods