The Elements of Statistical Learning: Data Mining, Inference, and Prediction

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Statements (51)
Predicate Object
gptkbp:instance_of gptkb:book
gptkbp:bfsLayer 5
gptkbp:bfsParent gptkb:The_Elements_of_Statistical_Learning
gptkbp:author gptkb:Jerome_Friedman
gptkb:Robert_Tibshirani
gptkb:Trevor_Hastie
gptkbp:available_formats gptkb:PDF
gptkb:book
Hardcover
gptkbp:field gptkb:physicist
Predictive Modeling
Statistical Learning
gptkbp:focus Machine Learning Algorithms
Statistical Methods
Data Analysis Techniques
gptkbp:influenced_by gptkb:Support_Vector_Machines
gptkb:microprocessor
gptkb:Random_Forests
gptkb:Pattern_Recognition_and_Machine_Learning
gptkb:Deep_Learning
gptkb:The_Elements_of_Statistical_Learning
gptkb:Machine_Learning:_A_Probabilistic_Perspective
gptkb:Bayesian_Data_Analysis
Ensemble Methods
Statistical Learning Theory
Clustering Techniques
Generalized Additive Models
Dimensionality Reduction Techniques
Statistical Decision Theory
The Art of Statistics
gptkbp:is_cited_in gptkb:Google_Scholar
gptkb:Research_Gate
gptkb:Springer_Link
gptkbp:is_reviewed_by gptkb:Journal_of_the_American_Statistical_Association
Technometrics
Statistical Science
gptkbp:isbn 978-0387848570
gptkbp:language English
gptkbp:next_edition Second Edition
gptkbp:page_count 745
gptkbp:published_year gptkb:2001
gptkbp:publisher gptkb:Springer
gptkbp:related_to An Introduction to Statistical Learning
Applied Predictive Modeling
The Elements of Statistical Learning: Data Mining, Inference, and Prediction -Exercises and Solutions
gptkbp:subject gptkb:software_framework
Data Mining
Statistics
gptkbp:target_audience gptkb:University
gptkb:physicist
Practitioners