The Elements of Statistical Learning
GPTKB entity
Statements (52)
| Predicate | Object |
|---|---|
| gptkbp:instance_of |
gptkb:book
|
| gptkbp:anatomy |
Appendix A: Overview of Supervised Learning
Appendix B: Overview of Unsupervised Learning Appendix C: Overview of Model Assessment Appendix D: Overview of Ensemble Learning Appendix E: Overview of Neural Networks Appendix F: Overview of Support Vector Machines Appendix G: Overview of Tree-Based Methods Appendix H: Overview of Boosting and Bagging Appendix I: Overview of Clustering Methods Appendix J: Overview of Dimensionality Reduction |
| gptkbp:author |
gptkb:Jerome_Friedman
gptkb:Robert_Tibshirani gptkb:Trevor_Hastie |
| gptkbp:available_in |
Print format
E-book format |
| gptkbp:available_on |
Free PDF online
|
| gptkbp:contains |
Case studies
Exercises Practical applications Theoretical concepts |
| gptkbp:field |
gptkb:machine_learning
Statistics |
| gptkbp:first_edition |
Second Edition
|
| gptkbp:focus |
Machine learning algorithms
Predictive modeling Statistical methods for data mining |
| https://www.w3.org/2000/01/rdf-schema#label |
The Elements of Statistical Learning
|
| gptkbp:influenced_by |
gptkb:Pattern_Recognition_and_Machine_Learning
An Introduction to Statistical Learning The Art of Statistics |
| gptkbp:is_cited_in |
Over 100,000 times
|
| gptkbp:is_reviewed_by |
gptkb:Journal_of_Machine_Learning_Research
gptkb:Journal_of_Statistical_Software Technometrics |
| gptkbp:isbn |
978-0387848570
|
| gptkbp:language |
English
|
| gptkbp:pages |
745
|
| gptkbp:published_year |
gptkb:2001
|
| gptkbp:publisher |
gptkb:Springer
|
| gptkbp:related_to |
gptkb:The_Elements_of_Statistical_Learning:_Data_Mining,_Inference,_and_Prediction
|
| gptkbp:target_audience |
gptkb:students
gptkb:researchers Practitioners |
| gptkbp:translated_into |
gptkb:Japanese
gptkb:Korean gptkb:Spanish gptkb:Russian Chinese |
| gptkbp:bfsParent |
gptkb:Chapman_&_Hall
gptkb:Trevor_Hastie |
| gptkbp:bfsLayer |
4
|