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https://www.riss.kr/link?id=M12599803
Cambridge ; New York : Cambridge University Press, c2011
2011
영어
006.3/1 판사항(23)
9780521763912 (hardback)
0521763916 (hardback)
일반단행본
England
Phase transitions in machine learning / Lorenza Saitta, Attilio Giordana, Antoine Cornuéjols.
xv, 383 p. : ill. ; 26 cm.
Includes bibliographical references (p. 355-374) and index.
Machine 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.
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