Expert systems and probabilistic network models:
Saved in:
| Main Authors: | , , |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
New York [u.a.]
Springer
1997
|
| Series: | Monographs in computer science
|
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Physical Description: | XIV, 605 S. graph. Darst. |
| ISBN: | 0387948589 |
Staff View
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Record in the Search Index
| _version_ | 1804125740729368576 |
|---|---|
| adam_text | ENRIQUE CASTILLO
JOSE MANUEL GUTIERREZ
AN S. HADI
EXPERT SYSTEMS
AND PROBABILISTIC
NETWORK MODELS
WITH 250 FIGURES
SPRINGER
CONTENT
S
PREFAC
E VII
1 INTRODUCTIO
N 1
1.1 INTRODUCTION 1
1.2 WHAT IS AN EXPERT SYSTEM? 2
1.3 MOTIVATING EXAMPLES 3
1.4 WHY EXPERT SYSTEMS? 7
1.5 TYPES OF EXPERT SYSTEM 8
1.6 COMPONENTS OF AN EXPERT SYSTEM 10
1.7 DEVELOPING AN EXPERT SYSTEM 14
1.8 OTHER AREAS OF AI 16
1.9 CONCLUDING REMARKS 20
2 RULE-BASE
D EXPER
T SYSTEM
S 21
2.1 INTRODUCTION 21
2.2 THE KNOWLEDGE BASE 22
2.3 . THE INFERENCE ENGINE 28
2.4 COHERENCE CONTROL 48
2.5 EXPLAINING CONCLUSIONS 52
2.6 SOME APPLICATIONS 53
2.7 INTRODUCING UNCERTAINTY 65
EXERCISES 65
3 PROBABILISTI
C EXPER
T SYSTEM
S 69
3.1 INTRODUCTION 69
3.2 SOME CONCEPTS IN PROBABILITY THEORY 71
3.3 GENERALIZED RULES 85
3.4 INTRODUCING PROBABILISTIC EXPERT SYSTEMS 86
3.5 THE KNOWLEDGE BASE 91
3.6 THE INFERENCE ENGINE 102
3.7 COHERENCE CONTROL 104
XII CONTENTS
3.8 COMPARING RULE-BASED AND PROBABILISTIC EXPERT SYSTEMS . 106
EXERCISES 108
4
SOM
E CONCEPT
S
OF
GRAPH
S 113
4.1 INTRODUCTION 113
4.2 BASIC CONCEPTS AND DEFINITIONS 114
4.3 CHARACTERISTICS OF UNDIRECTED GRAPHS 118
4.4 CHARACTERISTICS OF DIRECTED GRAPHS 122
4.5 TRIANGULATED GRAPHS 129
4.6 CLUSTER GRAPHS 139
4.7 REPRESENTATION OF GRAPHS 144
4.8 SOME USEFUL GRAPH ALGORITHMS 158
EXERCISES 172
5 BUILDIN
G PROBABILISTI
C MODEL
S 175
5.1 INTRODUCTION 175
5.2 GRAPH SEPARATION 177
5.3 SOME PROPERTIES OF CONDITIONAL INDEPENDENCE 184
5.4 SPECIAL TYPES OF INPUT LISTS 192
5.5 FACTORIZATIONS OF THE JP
D 195
5.6 CONSTRUCTING THE JP
D 200
APPENDIX TO CHAPTER 5 204
EXERCISES 206
6 GRAPHICALL
Y SPECIFIE
D MODEL
S 21
1
6.1 INTRODUCTION 211
6.2 SOME DEFINITIONS AND QUESTIONS 213
6.3 UNDIRECTED GRAPH DEPENDENCY MODELS 218
6.4 DIRECTED GRAPH DEPENDENCY MODELS 237
6.5 INDEPENDENCE EQUIVALENT GRAPHICAL MODELS 252
6.6 EXPRESSIVENESS OF GRAPHICAL MODELS 259
EXERCISES 262
7 EXTENDIN
G GRAPHICALL
Y SPECIFIED MODEL
S 26
7
7.1 INTRODUCTION 267
7.2 MODELS SPECIFIED BY MULTIPLE GRAPHS 269
7.3 MODELS SPECIFIED BY INPUT LISTS 275
7.4 MULTIFACTORIZED PROBABILISTIC MODELS 279
7.5 MULTIFACTORIZED MULTINOMIAL MODELS 279
7.6 MULTIFACTORIZED NORMAL MODELS 292
7.7 CONDITIONALLY SPECIFIED PROBABILISTIC MODELS 298
EXERCISES 311
8 EXAC
T PROPAGATIO
N IN PROBABILISTI
C NETWOR
K MODEL
S 31
7
8.1 INTRODUCTION 317
CONTENTS XIII
8.2 PROPAGATION OF EVIDENCE 318
8.3 PROPAGATION IN POLYTREES 321
8.4 PROPAGATION IN MULTIPLY-CONNECTED NETWORKS 342
8.5 CONDITIONING METHOD 342
8.6 CLUSTERING METHODS 351
8.7 PROPAGATION USING JOIN TREES 366
8.8 GOAL-ORIENTED PROPAGATION 377
8.9 EXACT PROPAGATION IN GAUSSIAN NETWORKS 382
EXERCISES 387
9 APPROXIMAT
E PROPAGATIO
N METHOD
S 39
3
9.1 INTRODUCTION 393
9.2 INTUITIVE BASIS OF SIMULATION METHODS 394
9.3 GENERAL FRAME FOR SIMULATION METHODS 400
9.4 ACCEPTANCE-REJECTION SAMPLING METHOD 406
9.5 UNIFORM SAMPLING METHOD 409
9.6 THE LIKELIHOOD WEIGHING SAMPLING METHOD 411
9.7 BACKWARD-FORWARD SAMPLING METHOD 413
9.8 MARKOV SAMPLING METHOD 415
9.9 SYSTEMATIC SAMPLING METHOD 419
9.10 MAXIMUM PROBABILITY SEARCH METHOD 429
9.11 COMPLEXITY ANALYSIS 439
EXERCISES 440
10 SYMBOLIC PROPAGATIO
N OF EVIDENC
E 443
10.1 INTRODUCTION 443
10.2 NOTATION AND BASIC FRAMEWORK 445
10.3 AUTOMATIC GENERATION OF SYMBOLIC CODE 447
10.4 ALGEBRAIC STRUCTURE OF PROBABILITIES 454
10.5 SYMBOLIC PROPAGATION THROUGH NUMERIC COMPUTATIONS . . 455
10.6 .GOAL-ORIENTED SYMBOLIC PROPAGATION 464
10.7 SYMBOLIC TREATMENT OF RANDOM EVIDENCE 470
10.8 SENSITIVITY ANALYSIS 472
10.9 SYMBOLIC PROPAGATION IN GAUSSIAN BAYESIAN NETWORKS . . . 474
EXERCISES 478
11 LEARNING BAYESIA
N NETWORK
S 481
11.1 INTRODUCTION 481
11.2 MEASURING THE QUALITY OF A BAYESIAN NETWORK MODEL ...
. 484
11.3 BAYESIAN QUALITY MEASURES 486
11.4 BAYESIAN MEASURES FOR MULTINOMIAL NETWORKS 490
11.5 BAYESIAN MEASURES FOR MULTINORMAL NETWORKS 499
11.6 MINIMUM DESCRIPTION LENGTH MEASURES 506
11.7 INFORMATION MEASURES 509
11.8 FURTHER ANALYSES OF QUALITY MEASURES 509
XIV CONTENTS
11.9 BAYESIAN NETWORK SEARCH ALGORITHMS 511
LL.LOTH
E CASE OF INCOMPLETE DATA 513
APPENDIX TO CHAPTER 11: BAYESIAN STATISTICS 515
EXERCISES 525
12 CASE STUDIE
S 529
12.1 INTRODUCTION 529
12.2 PRESSURE TANK SYSTEM 530
12.3 POWER DISTRIBUTION SYSTEM 542
12.4 DAMAGE OF CONCRETE STRUCTURES 550
12.5 DAMAGE OF CONCRETE STRUCTURES: THE GAUSSIAN MODEL . . . 562
EXERCISES 567
LIST OF NOTATIO
N 573
REFERENCES 581
INDE
X 597
|
| any_adam_object | 1 |
| author | Castillo, Enrique 1946- Gutiérrez, José Manuel Hadi, Ali S. |
| author_GND | (DE-588)124179266 |
| author_facet | Castillo, Enrique 1946- Gutiérrez, José Manuel Hadi, Ali S. |
| author_role | aut aut aut |
| author_sort | Castillo, Enrique 1946- |
| author_variant | e c ec j m g jm jmg a s h as ash |
| building | Verbundindex |
| bvnumber | BV011239587 |
| callnumber-first | Q - Science |
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| callnumber-raw | QA76.76.E95 |
| callnumber-search | QA76.76.E95 |
| callnumber-sort | QA 276.76 E95 |
| callnumber-subject | QA - Mathematics |
| classification_rvk | ST 302 |
| classification_tum | DAT 703f |
| ctrlnum | (OCoLC)611762946 (DE-599)BVBBV011239587 |
| dewey-full | 006.3/3 |
| dewey-hundreds | 000 - Computer science, information, general works |
| dewey-ones | 006 - Special computer methods |
| dewey-raw | 006.3/3 |
| dewey-search | 006.3/3 |
| dewey-sort | 16.3 13 |
| dewey-tens | 000 - Computer science, information, general works |
| discipline | Informatik |
| format | Book |
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| genre | Matériel didactique |
| genre_facet | Matériel didactique |
| id | DE-604.BV011239587 |
| illustrated | Illustrated |
| indexdate | 2024-07-09T18:06:22Z |
| institution | BVB |
| isbn | 0387948589 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-007543474 |
| oclc_num | 611762946 |
| open_access_boolean | |
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| owner_facet | DE-91G DE-BY-TUM DE-19 DE-BY-UBM DE-29T DE-945 DE-525 |
| physical | XIV, 605 S. graph. Darst. |
| publishDate | 1997 |
| publishDateSearch | 1997 |
| publishDateSort | 1997 |
| publisher | Springer |
| record_format | marc |
| series2 | Monographs in computer science |
| spelling | Castillo, Enrique 1946- Verfasser (DE-588)124179266 aut Expert systems and probabilistic network models Enrique Castillo ; José Manuel Gutiérrez ; Ali S. Hadi New York [u.a.] Springer 1997 XIV, 605 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Monographs in computer science Probabilités Systèmes experts (Informatique) Systèmes experts (informatique) ram graphe inriac modèle probabiliste inriac probabilité inriac propagation inriac réseau probabiliste inriac système expert inriac Expert systems (Computer science) Probabilities Wahrscheinlichkeit (DE-588)4137007-7 gnd rswk-swf Expertensystem (DE-588)4113491-6 gnd rswk-swf Netzwerk (DE-588)4171529-9 gnd rswk-swf Stochastisches Modell (DE-588)4057633-4 gnd rswk-swf Unsicherheit (DE-588)4186957-6 gnd rswk-swf Netzwerkmodell (DE-588)4131643-5 gnd rswk-swf Matériel didactique Expertensystem (DE-588)4113491-6 s Unsicherheit (DE-588)4186957-6 s Netzwerkmodell (DE-588)4131643-5 s Stochastisches Modell (DE-588)4057633-4 s DE-604 Wahrscheinlichkeit (DE-588)4137007-7 s 1\p DE-604 Netzwerk (DE-588)4171529-9 s 2\p DE-604 Gutiérrez, José Manuel Verfasser aut Hadi, Ali S. Verfasser aut DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=007543474&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk 2\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Castillo, Enrique 1946- Gutiérrez, José Manuel Hadi, Ali S. Expert systems and probabilistic network models Probabilités Systèmes experts (Informatique) Systèmes experts (informatique) ram graphe inriac modèle probabiliste inriac probabilité inriac propagation inriac réseau probabiliste inriac système expert inriac Expert systems (Computer science) Probabilities Wahrscheinlichkeit (DE-588)4137007-7 gnd Expertensystem (DE-588)4113491-6 gnd Netzwerk (DE-588)4171529-9 gnd Stochastisches Modell (DE-588)4057633-4 gnd Unsicherheit (DE-588)4186957-6 gnd Netzwerkmodell (DE-588)4131643-5 gnd |
| subject_GND | (DE-588)4137007-7 (DE-588)4113491-6 (DE-588)4171529-9 (DE-588)4057633-4 (DE-588)4186957-6 (DE-588)4131643-5 |
| title | Expert systems and probabilistic network models |
| title_auth | Expert systems and probabilistic network models |
| title_exact_search | Expert systems and probabilistic network models |
| title_full | Expert systems and probabilistic network models Enrique Castillo ; José Manuel Gutiérrez ; Ali S. Hadi |
| title_fullStr | Expert systems and probabilistic network models Enrique Castillo ; José Manuel Gutiérrez ; Ali S. Hadi |
| title_full_unstemmed | Expert systems and probabilistic network models Enrique Castillo ; José Manuel Gutiérrez ; Ali S. Hadi |
| title_short | Expert systems and probabilistic network models |
| title_sort | expert systems and probabilistic network models |
| topic | Probabilités Systèmes experts (Informatique) Systèmes experts (informatique) ram graphe inriac modèle probabiliste inriac probabilité inriac propagation inriac réseau probabiliste inriac système expert inriac Expert systems (Computer science) Probabilities Wahrscheinlichkeit (DE-588)4137007-7 gnd Expertensystem (DE-588)4113491-6 gnd Netzwerk (DE-588)4171529-9 gnd Stochastisches Modell (DE-588)4057633-4 gnd Unsicherheit (DE-588)4186957-6 gnd Netzwerkmodell (DE-588)4131643-5 gnd |
| topic_facet | Probabilités Systèmes experts (Informatique) Systèmes experts (informatique) graphe modèle probabiliste probabilité propagation réseau probabiliste système expert Expert systems (Computer science) Probabilities Wahrscheinlichkeit Expertensystem Netzwerk Stochastisches Modell Unsicherheit Netzwerkmodell Matériel didactique |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=007543474&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT castilloenrique expertsystemsandprobabilisticnetworkmodels AT gutierrezjosemanuel expertsystemsandprobabilisticnetworkmodels AT hadialis expertsystemsandprobabilisticnetworkmodels |