Cargando…
Probabilistic reasoning in intelligent systems : networks of plausible inference /
Probabilistic Reasoning in Intelligent Systems is a complete and accessible account of the theoretical foundations and computational methods that underlie plausible reasoning under uncertainty. The author provides a coherent explication of probability as a language for reasoning with partial belief...
| Clasificación: | Libro Electrónico |
|---|---|
| Autor principal: | |
| Formato: | Electrónico eBook |
| Idioma: | Inglés |
| Publicado: |
San Francisco, Calif. :
Morgan Kaufmann Publishers,
[1988]
|
| Edición: | Revised second printing, revised & updated edition. |
| Colección: | Morgan Kaufmann series in representation and reasoning.
|
| Temas: | |
| Acceso en línea: | Texto completo |
MARC
| LEADER | 00000cam a2200000 i 4500 | ||
|---|---|---|---|
| 001 | SCIDIR_ocn893577006 | ||
| 003 | OCoLC | ||
| 005 | 20231120111819.0 | ||
| 006 | m o d | ||
| 007 | cr cnu---unuuu | ||
| 008 | 141022s1988 cau o 000 0 eng d | ||
| 040 | |a OPELS |b eng |e rda |e pn |c OPELS |d N$T |d YDXCP |d OCLCQ |d AU@ |d STF |d OCLCQ |d OCLCO |d OCLCQ |d OCLCO | ||
| 020 | |a 9780080514895 |q (electronic bk.) | ||
| 020 | |a 0080514898 |q (electronic bk.) | ||
| 020 | |z 1558604790 | ||
| 020 | |z 9781558604797 | ||
| 035 | |a (OCoLC)893577006 | ||
| 050 | 4 | |a Q335 |b .P383 1988eb | |
| 072 | 7 | |a COM |x 000000 |2 bisacsh | |
| 082 | 0 | 4 | |a 006.3 |2 22 |
| 100 | 1 | |a Pearl, Judea, |e author. | |
| 245 | 1 | 0 | |a Probabilistic reasoning in intelligent systems : |b networks of plausible inference / |c Judea Pearl. |
| 250 | |a Revised second printing, revised & updated edition. | ||
| 264 | 1 | |a San Francisco, Calif. : |b Morgan Kaufmann Publishers, |c [1988] | |
| 264 | 4 | |c �1988 | |
| 300 | |a 1 online resource (xix, 552 pages) | ||
| 336 | |a text |b txt |2 rdacontent | ||
| 337 | |a computer |b c |2 rdamedia | ||
| 338 | |a online resource |b cr |2 rdacarrier | ||
| 490 | 1 | |a Morgan Kaufmann series in representation and reasoning | |
| 588 | 0 | |a Print version record. | |
| 505 | 0 | |a Front Cover -- Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference -- Copyright Page -- Table of Contents -- Dedication -- Preface -- Chapter 1. UNCERTAINTY IN AI SYSTEMS: AN OVERVIEW -- 1.1 INTRODUCTION -- 1.2 EXTENSIONAL SYSTEMS: MERITS, DEFICIENCIES, AND REMEDIES -- 1.3 INTENSIONAL SYSTEMS AND NETWORK REPRESENTATIONS -- 1.4 THE CASE FOR PROBABILITIES -- 1.5 QUALITATIVE REASONING WITH PROBABILITIES -- 1.6 BIBLIOGRAPHICAL AND HISTORICAL REMARKS -- Chapter 2. BAYESIAN INFERENCE -- 2.1 BASIC CONCEPTS -- 2.2 HIERARCHICAL MODELING. | |
| 505 | 8 | |a 2.3 EPISTEMOLOGICAL ISSUES OF BELIEF UPDATING -- 2.4 BIBLIOGRAPHICAL AND HISTORICAL REMARKS -- Exercises -- Chapter 3. MARKOV AND BAYESIAN NETWORKS -- 3.1 FROM NUMERICAL TO GRAPHICAL REPRESENTATIONS -- 3.2 MARKOV NETWORKS -- 3.3 BAYESIAN NETWORKS -- 3.4 BIBLIOGRAPHICAL AND HISTORICAL REMARKS -- Exercises -- APPENDIX 3-A Proof of Theorem 3 -- APPENDIX 3-B Proof of Theorem 4 -- Chapter 4. BELIEF UPDATING BY NETWORK PROPAGATION -- 4.1 AUTONOMOUS PROPAGATION AS A COMPUTATIONAL PARADIGM -- 4.2 BELIEF PROPAGATION IN CAUSAL TREES -- 4.3 BELIEF PROPAGATION IN CAUSAL POLYTREES (SINGLY CONNECTED NETWORKS) | |
| 505 | 8 | |a 4.4 COPING WITH LOOPS -- 4.5 WHAT ELSE CAN BAYESIAN NETWORKS COMPUTE? -- 4.6 BIBLIOGRAPHICAL AND HISTORICAL REMARKS -- Exercises -- APPENDIX 4-A Auxilliary Derivations for Section 4.5.3 -- Chapter 5. DISTRIBUTED REVISION OF COMPOSITE BELIEFS -- 5.1 INTRODUCTION -- 5.2 ILLUSTRATING THE PROPAGATION SCHEME -- 5.3 BELIEF REVISION IN SINGLY CONNECTED NETWORKS -- 5.4 DIAGNOSIS OF SYSTEMS WITH MULTIPLE FAULTS -- 5.5 APPLICATION TO MEDICAL DIAGNOSIS -- 5.6 THE NATURE OF EXPLANATIONS -- 5.7 CONCLUSIONS -- 5.8 BIBLIOGRAPHICAL AND HISTORICAL REMARKS -- Exercises -- Chapter 6. DECISION AND CONTROL. | |
| 505 | 8 | |a 6.1 FROM BELIEFS TO ACTIONS: INTRODUCTION TO DECISION ANALYSIS -- 6.2 DECISION TREES AND INFLUENCE DIAGRAMS -- 6.3 THE VALUE OF INFORMATION -- 6.4 RELEVANCE-BASED CONTROL -- 6.5 BIBLIOGRAPHICAL AND HISTORICAL REMARKS -- Exercises -- Chapter 7. TAXONOMIC HIERARCHIES, CONTINUOUS VARIABLES, AND UNCERTAIN PROBABILITIES -- 7.1 EVIDENTIAL REASONING IN TAXONOMIC HIERARCHIES -- 7.2 MANAGING CONTINUOUS VARIABLES -- 7.3 REPRESENTING UNCERTAINTY ABOUT PROBABILITIES -- 7.4 BIBLIOGRAPHICAL AND HISTORICAL REMARKS -- Exercises -- APPENDIX 7-A Derivation of Propagation Rules For Continuous Variables. | |
| 505 | 8 | |a Chapter 8. LEARNING STRUCTURE FROM DATA -- 8.1 CAUSALITY, MODULARITY, AND TREE STRUCTURES -- 8.2 STRUCTURING THE OBSERVABLES -- 8.3 LEARNING HIDDEN CAUSE -- 8.4 BIBLIOGRAPHICAL AND HISTORICAL REMARKS -- EXERCISES -- APPENDIX 8-A Proof of Theorems 1 and 2 -- APPENDIX 8-B Conditions for Star-Decomposability (After Lazarfeld [1966]) -- Chapter 9. NON-BAYESIAN FORMALISMS FOR MANAGING UNCERTAINTY -- 9.1 THE DEMPSTER-SHAFER THEORY -- 9.2 TRUTH MAINTENANCE SYSTEMS -- 9.3 PROBABILISTIC LOGIC -- 9.4 BIBLIOGRAPHICAL AND HISTORICAL REMARKS -- Exercises. | |
| 520 | |a Probabilistic Reasoning in Intelligent Systems is a complete and accessible account of the theoretical foundations and computational methods that underlie plausible reasoning under uncertainty. The author provides a coherent explication of probability as a language for reasoning with partial belief and offers a unifying perspective on other AI approaches to uncertainty, such as the Dempster-Shafer formalism, truth maintenance systems, and nonmonotonic logic. The author distinguishes syntactic and semantic approaches to uncertainty--and offers techniques, based on belief networks. | ||
| 650 | 0 | |a Artificial intelligence. | |
| 650 | 6 | |a Intelligence artificielle. |0 (CaQQLa)201-0008626 | |
| 650 | 7 | |a artificial intelligence. |2 aat |0 (CStmoGRI)aat300251574 | |
| 650 | 7 | |a COMPUTERS |x General. |2 bisacsh | |
| 650 | 7 | |a Artificial intelligence |2 fast |0 (OCoLC)fst00817247 | |
| 776 | 0 | 8 | |i Print version: |a Pearl, Judea. |t Probabilistic reasoning in intelligent systems. |b Revised second printing, revised & updatedition |z 1558604790 |w (OCoLC)755077900 |
| 830 | 0 | |a Morgan Kaufmann series in representation and reasoning. | |
| 856 | 4 | 0 | |u https://sciencedirect.uam.elogim.com/science/book/9780080514895 |z Texto completo |