Phase transitions in machine learning /
"Phase transitions typically occur in combinatorial computational problems and have important consequences, especially with the current spread of statistical relational learning and as sequence learning methodologies. In Phase Transitions in Machine Learning the authors begin by describing in d...
| Main Authors: | , , |
|---|---|
| Format: | |
| Language: | eng |
| Published: |
Cambridge ; New York : Cambridge University Press,
2011
|
| Subjects: |
| _version_ | 1796751921127620608 |
|---|---|
| author | Saitta, L. (Lorenza), 1944- author Giordana, Attilio, author Cornuejols, Antoine, author |
| author_facet | Saitta, L. (Lorenza), 1944- author Giordana, Attilio, author Cornuejols, Antoine, author |
| author_sort | Saitta, L. (Lorenza), 1944- author |
| collection | OCEAN |
| description | "Phase transitions typically occur in combinatorial computational problems and have important consequences, especially with the current spread of statistical relational learning and as sequence learning methodologies. In Phase Transitions in Machine Learning the authors begin by describing in detail this phenomenon and the extensive experimental investigation that supports its presence. They then turn their attention to the possible implications and explore appropriate methods for tackling them"--provided by publisher |
| first_indexed | 2024-03-05T14:12:36Z |
| format | |
| id | KOHA-OAI-TEST:514030 |
| institution | Universiti Teknologi Malaysia - OCEAN |
| language | eng |
| last_indexed | 2024-03-05T14:12:36Z |
| publishDate | 2011 |
| publisher | Cambridge ; New York : Cambridge University Press, |
| record_format | dspace |
| spelling | KOHA-OAI-TEST:5140302020-12-19T17:19:05ZPhase transitions in machine learning / Saitta, L. (Lorenza), 1944- author Giordana, Attilio, author Cornuejols, Antoine, author Cambridge ; New York : Cambridge University Press,2011eng"Phase transitions typically occur in combinatorial computational problems and have important consequences, especially with the current spread of statistical relational learning and as sequence learning methodologies. In Phase Transitions in Machine Learning the authors begin by describing in detail this phenomenon and the extensive experimental investigation that supports its presence. They then turn their attention to the possible implications and explore appropriate methods for tackling them"--provided by publisherIncludes bibliographical references (p. 355-374) and indexMachine generated contents note: Preface; Acknowledgements; 1. Introduction; 2. Statistical physics and phase transitions; 3. The satisfiability problem; 4. Constraint satisfaction problems; 5. Machine learning; 6. Searching the hypothesis space; 7. Statistical physics and machine learning; 8. Learning, SAT, and CSP; 9. Phase transition in FOL covering test; 10. Phase transitions and relational learning; 11. Phase transitions in grammatical inference; 12. Relationships with complex systems; 13. Phase transitions in natural systems; 14. Discussions and open issues; Appendix A. Phase transitions detected in two real cases; Appendix B. An intriguing idea; References; Index."Phase transitions typically occur in combinatorial computational problems and have important consequences, especially with the current spread of statistical relational learning and as sequence learning methodologies. In Phase Transitions in Machine Learning the authors begin by describing in detail this phenomenon and the extensive experimental investigation that supports its presence. They then turn their attention to the possible implications and explore appropriate methods for tackling them"--provided by publisherPSZJBLMachine learningMachine learningURN:ISBN:9780521763912URN:ISBN:0521763916 |
| spellingShingle | Machine learning Machine learning Saitta, L. (Lorenza), 1944- author Giordana, Attilio, author Cornuejols, Antoine, author Phase transitions in machine learning / |
| title | Phase transitions in machine learning / |
| title_full | Phase transitions in machine learning / |
| title_fullStr | Phase transitions in machine learning / |
| title_full_unstemmed | Phase transitions in machine learning / |
| title_short | Phase transitions in machine learning / |
| title_sort | phase transitions in machine learning |
| topic | Machine learning Machine learning |
| work_keys_str_mv | AT saittallorenza1944author phasetransitionsinmachinelearning AT giordanaattilioauthor phasetransitionsinmachinelearning AT cornuejolsantoineauthor phasetransitionsinmachinelearning |