Tractability: Practical Approaches to Hard Problems
Editat de Lucas Bordeaux, Youssef Hamadi, Pushmeet Kohlien Limba Engleză Hardback – 5 feb 2014
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Specificații
ISBN-13: 9781107025196
ISBN-10: 1107025192
Pagini: 396
Ilustrații: 75 b/w illus.
Dimensiuni: 178 x 253 x 20 mm
Greutate: 0.93 kg
Ediția:New.
Editura: Cambridge University Press
Colecția Cambridge University Press
Locul publicării:New York, United States
ISBN-10: 1107025192
Pagini: 396
Ilustrații: 75 b/w illus.
Dimensiuni: 178 x 253 x 20 mm
Greutate: 0.93 kg
Ediția:New.
Editura: Cambridge University Press
Colecția Cambridge University Press
Locul publicării:New York, United States
Cuprins
Contributors; Introduction Lucas Bordeaux, Youssef Hamadi and Pushmeet Kohli; Part I. Graphical Structure: 1. Treewidth and hypertree width Georg Gottlob, Gianluigi Greco and Francesco Scarcello; 2. Perfect graphs and graphical modeling Tony Jebara; Part II. Language Restrictions: 3. Submodular function maximization Andreas Krause and Daniel Golovin; 4. Tractable valued constraints Peter G. Jeavons and Stanislav Živný; 5. Tractable knowledge representation formalisms Adnan Darwiche; Part III. Algorithms and their Analysis: 6. Tree-reweighted message passing Vladimir Kolmogorov; 7. Tractable optimization in machine learning Suvrit Sra; 8. Approximation algorithms Mohit Singh and Kunal Talwar; 9. Kernelization methods for fixed-parameter tractability Fedor V. Fomin and Saket Saurabh; Part IV. Tractability in Some Specific Areas: 10. Efficient submodular function minimization for computer vision Pushmeet Kohli; 11. Towards practical graph-based, iteratively decoded channel codes: insights through absorbing sets Lara Dolecek; Part V. Heuristics: 12. SAT solvers Joao Marques-Silva and Ines Lynce; 13. Tractability and modern satisfiability modulo theories solvers Nikolaj Bjørner and Leonardo de Moura.
Descriere
An overview of the techniques developed to circumvent computational intractability, a key challenge in many areas of computer science.