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Luger G.F., Stubblefield W.A. — Artificial Intelligence: Structures and Strategies for Complex Problem Solving
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Íàçâàíèå: Artificial Intelligence: Structures and Strategies for Complex Problem Solving
Àâòîðû: Luger G.F., Stubblefield W.A.
Àííîòàöèÿ: Combines the theoretical foundations of intelligent problem-solving with he data structures and algorithms needed for its implementation. The book presents logic, rule, object and agent-based architectures, along with example programs written in LISP and PROLOG. The practical applications of AI have been kept within the context of its broader goal: understanding the patterns of intelligence as it operates in this world of uncertainty, complexity and change.
The introductory and concluding chapters take a new look at the potentials and challenges facing artificial intelligence and cognitive science. An extended treatment of knowledge-based problem-solving is given including model-based and case-based reasoning. Includes new material on: Fundamentals of search, inference and knowledge representation AI algorithms and data structures in LISP and PROLOG Production systems, blackboards, and meta-interpreters including planers, rule-based reasoners, and inheritance systems. Machine-learning including ID3 with bagging and boosting, explanation basedlearning, PAC learning, and other forms of induction Neural networks, including perceptrons, back propogation, Kohonen networks, Hopfield networks, Grossberg learning, and counterpropagation. Emergent and social methods of learning and adaptation, including genetic algorithms, genetic programming and artificial life. Object and agent-based problem solving and other forms of advanced knowledge representation.
ßçûê:
Ðóáðèêà: Computer science /
Ñòàòóñ ïðåäìåòíîãî óêàçàòåëÿ: Ãîòîâ óêàçàòåëü ñ íîìåðàìè ñòðàíèö
ed2k: ed2k stats
Èçäàíèå: third edition
Ãîä èçäàíèÿ: 1998
Êîëè÷åñòâî ñòðàíèö: 824
Äîáàâëåíà â êàòàëîã: 10.03.2006
Îïåðàöèè: Ïîëîæèòü íà ïîëêó |
Ñêîïèðîâàòü ññûëêó äëÿ ôîðóìà | Ñêîïèðîâàòü ID
Ïðåäìåòíûé óêàçàòåëü
Connectionist models of intelligence, delta rule 662 668 672—676
Connectionist models of intelligence, early history 663—665
Connectionist models of intelligence, feedback networks 701
Connectionist models of intelligence, feedforward networks 701
Connectionist models of intelligence, gradient descent learning 673 (see also “Delta rule”)
Connectionist models of intelligence, Grossberg learning 686—690
Connectionist models of intelligence, Hebbian learning 663 688—696 773
Connectionist models of intelligence, heteroassociative memory 663 697
Connectionist models of intelligence, Hopfield network 701 706—711
Connectionist models of intelligence, interpolative memory 697—700
Connectionist models of intelligence, Kohonen networks 684—689
Connectionist models of intelligence, linear associator network 697—711
Connectionist models of intelligence, McCulloch-Pitts neuron 662—666
Connectionist models of intelligence, NETtalk 679—680
Connectionist models of intelligence, NETtalk, ID3 compared 680
Connectionist models of intelligence, network topology 664
Connectionist models of intelligence, neurons 26—27 34 38 663—665
Connectionist models of intelligence, perceptron learning 666—675
Connectionist models of intelligence, perceptrons 662 675
Connectionist models of intelligence, self-organizing networks 685
Connectionist models of intelligence, supervised Hebbian learning 694—696
Connectionist models of intelligence, threshold function 664
Connectionist models of intelligence, unsupervised Hebbian learning 691—694
Connectionist models of intelligence, winner take all learning 682—690
Consciousness 763
Constraint propogation 343 348
Context-free grammars 524—533
Context-sensitive grammars 532—533
Contrapositive law 51
Conway, J.H. 714 736 747
Coombs, M.J. 245 289
Copernicus, N. 5
Corkill.D.D. 199
Cormen, T. 121
Corter, J. 656
Cosmides, L. 762
Counter propagation 663 683 686—690
Covering a concept 613
Credit assignment 623 (see also “Bucket brigade algorithm”)
Crick, F. 26
Crisculo, G. 273 290
Crossover 716—721 727—735
Crutchfield, J.P. 715 743—745 748
CYC 758
D-Separation 255
Dag see “Directed acyclic graph”
Dahl, V. 422
Dante 4
Darlington, J.A. 9
Darwin, C. 4 713
Das, R. 744
data flow diagrams 552
Data-driven parsing 119
Data-driven reasoning see “Data-driven search”
Data-driven search 93—96 121 181—183 198 206 226—230 594—595
Davis, E. 335
Davis, L. 688 720
Davis, R. 26 233 245—246 290 649
de Morgan’s law 51 204 589
Declarative representation 350 415—421
Declarative semantics 357
Default logic 272—273
Defeasability 270
DeJong, G. 26 640 643
DeKleer, J. 232 278—282 290 335 511 768
Delayed evaluation 482—486
Delia Pietra, S. 550
Delia Pietra, V. 550
Delta rule 662 668 672—676
Demodulation 598—599
Demons 296 323 353
Dempster, A.P. 259
Dempster-Shafer theory of evidence 206 249 259—263
Dempster-Shafer theory of evidence, Dempster’s rule 261
Dempster-Shafer theory of evidence, plausibility measures 259—260
Dempster-Shafer theory of evidence, probability density function 261
Dempster-Shafer theory of evidence, subjective probabilities 259—260
DENDRAL 20 95—96 199 639—640
Dendrite 26
Dennett, D.C. 29 81 747 749 763 770 776 780
Dependency-directed backtracking 276
Depth-first iterative deepening 106
Depth-first search 99 102—106 159—163 174 367—369 381—383 449—455 459—460 560 592
Descartes, R. 6 13 776
Development, modeling human 763 769—770
Dietterich, T.G. 645 658
Difference Engine 7
Dipmeter advisor 95
Directed acyclic graph 88
Directed graph 85
Disjunction 48—50 56 59—60 568
Distributive law 51
Dologite, D.G. 245
Domain expert 20 214—219
Domain of a function 53
Domingue, J. 511
Doyle, J. 271—272 276 278 290
Dressier, O. 279
Dreyfus, H.L. 14 777—778
Dreyfus, S.E. 14 777—778
Druzdel, M.J. 256 258 289 291
Duda, W.L. 21 665
Durkin, J. 245 289
Dynabook 352
Dynamic binding 343—345 348
Eco, U. 778
Edelman, G.M. 763
Einstein, A. 247
Eliot, T.S. 159 293 517 661 753
Elman, J.L. 711 760 780
Embodiment and cognition 777
Emergent computation 15—16 26—27 34 219 345 518 604 713—749 761—764
Emergent computation, artificial life 15 604 714—715
Emergent computation, cellular automata 713—714 736—747
Emergent computation, classifier systems 715 725—730
Emergent computation, evolutionary programming 740—743
Emergent computation, finite state machines 736—742
Emergent computation, Game of Life 714—715 737—740
Emergent computation, genetic algorithms 15 34 219 345 518 604 713—725 730—736 774
Emergent computation, genetic programming 715 730—736
Emergent computation, Santa Fe Institute 715
Emergent computation, society-based learning 736—747
Emergent computation, subsumption architecture 741—742
Emergent computation, teleo-reactive agents 742
EMYCIN 211—212
Entity-relationship diagrams 552
EPAM 767
Epistemology 5—10 27—28
EQUIVALENCE 48—50 56 59—60
Erman, L.D. 196 198—199
Ernst, G.W. 560 565 758
Euler path 84
Euler, L. 7 82
Evans, T.G. 337
Evolutionary programming 740—743
Exclusive OR 84 667 681—682
Existential quantification 56—58 61—63 318—319 361—362 570—571 585—586
Existentialism 14 765
Expert Systems 20—22 28—31 34 45—46 136—139 156 160 174 203—256 343 401—411 486—494 560 756 758
Expert systems shell 210—211 343 401—411 486—494
Expert systems, certainty factors 486—488
Expert systems, conceptual models 216—219
Expert systems, expert system shell 486—494
Expert systems, explanation 20—21 208 211 224—225 241
Expert systems, exploratory programming 214—219
Expert systems, how query 211 224—225
Expert systems, model-based reasoning 230—235
Expert systems, problem selection 212—214
Expert systems, separation of knowledge and control 205—206 210—211
Expert systems, validation 208—209
Expert systems, why query 211 224—225
Explanation-based learning 206 605—606 641—645
Explanation-based learning, explanation structure 643
Explanation-based learning, generalization 642—643
Explanation-based learning, goal regression 643
Explanation-based learning, knowledge-level learning 645
Explanation-based learning, operationality criteria 641
Explanation-based learning, speed-up learning 645
Explanations 208 224—225 241
Exploratory programming 208 214—219 343—348
Expressiveness 34 40—41
Extensibility of a programming language 347
Extensional definition 295 652
Factoring 575
Falkenhainer, B. 647
Falsifiability of models 777
Family resemblance theory 654
Farmer, wolf, goat and cabbage problem 121 375—380 449—455
Fass, D. 556
Feedback networks 701
Feedforward networks 701
Feigenbaum, E.A. 30 199 207 600 603 659 766—767
Feldman, J. 600 766
Fermat, P. de 47
Fikes, R.E. 192—193 335 566 640
Fillmore, C.J. 304
Financial advisor 75—78 115—116 136—139 180
Finite state machine 35—36 527—538 556 736—742
First-order predicate calculus 9 17 35—41 46—47 52—84 90 107—120 160 164—170 179 183—184 188—196 294 297—298 318—320 343 350 358—361 427 560 566—589 593 607—608 758—759 “Resolution”)
First-order predicate calculus and planning 188—196
First-order predicate calculus and the knight’s tour problem 164—170
First-order predicate calculus, atomic sentence 55—59
First-order predicate calculus, clause form 568—573 576
First-order predicate calculus, closed world assumption 592—593
First-order predicate calculus, completeness 65—67
First-order predicate calculus, conjunction 56 59—60 169—170
First-order predicate calculus, conjunctive normal form 569—572
First-order predicate calculus, constant 53—54 64—66
First-order predicate calculus, converting to clause form 568—573 576
First-order predicate calculus, declarative semantics 183—184
First-order predicate calculus, disjunction 56 59—60 170
First-order predicate calculus, equivalence 56 59—60
First-order predicate calculus, existential quantifier 56—58 61—63 68
First-order predicate calculus, function 53—58
First-order predicate calculus, function expression 53—55
First-order predicate calculus, horn clause 588—589 593
First-order predicate calculus, implication 56 59—60
First-order predicate calculus, improper symbols 53
First-order predicate calculus, inconsistent 65—66
First-order predicate calculus, inference 38 46
First-order predicate calculus, interpretation 59—60
First-order predicate calculus, model 65—67
First-order predicate calculus, negation 56 59—60 169—170
First-order predicate calculus, predicate 38 53—58
First-order predicate calculus, prenix normal form 570
First-order predicate calculus, procedural semantics 183—184
First-order predicate calculus, proof procedures 66
First-order predicate calculus, quantification 39 56—58 61—63
First-order predicate calculus, resolution 66
First-order predicate calculus, rules of inference 64—74
First-order predicate calculus, satisfiability 65—67
First-order predicate calculus, searching the space of inferences 164—170
First-order predicate calculus, semantics 46—47 52 58—63 298
First-order predicate calculus, sentences 56—58
First-order predicate calculus, skolemization 569—571
First-order predicate calculus, soundness 65—67
First-order predicate calculus, symbols 52—58
First-order predicate calculus, term 54
First-order predicate calculus, truth symbol 53—54
First-order predicate calculus, truth value 59—60
First-order predicate calculus, undecidability 60—61
First-order predicate calculus, universal quantifier 56—58 61—63 68
First-order predicate calculus, unsatisfiability 65—67
First-order predicate calculus, validity 65—67
First-order predicate calculus, variable 53—63
Fisher, D.H. 237 654 659
Flores, F. 14 30 34 556 777—778 780
Fodor, J.A. 761 770
Forbus, K.D. 279 511
Ford, K. 12 30 249
Forgy.C.L. 230 237
Forney, G.D. 545
Forrest, S. 747
FORTRAN 35—36 340 342 351
Forward chaining 93—96
FP 351
Frame problem 187—188 190—191 333
frames 206 294 320—324 335 353 412—415 534 538 756
Frames and vision 323—324
Frames, default information 322
Frames, demons 323
Frames, procedural attachment 323
Frames, slots 321
Franklin, S. 711 780
Free variable 445
Freeman, J.A. 711 771
Frege, G. 5 8—9 29 778
Frost, R. 81
Function 53—58
Function, closure 482—483
Function, domain 53
Function, evaluation 54
Function, expression 53—55
Function, range 53
Functional programming 425—426
Fuzzy associative matrix 286
Fuzzy reasoning 284—289
Fuzzy sets 284—289
Galileo 6 13
Gallier, J.H. 79
Game of life 714—715 737—740
game playing 18 42—44 124 127 144—152 156—157 164—170 768
Game playing, alpha-beta pruning 127 150—152 156
Game playing, checkers 18 127 147—148
Game playing, chess 18 42—44 164—170
Game playing, heuristics 144—152
Game playing, horizon effect 149
Game playing, minimax 127 144—152 156—157
Game playing, minimax to fixed ply depth 147—150
Game playing, n-move look ahead 147
Game playing, nim 144—146
Game playing, ply 147
Game playing, Samuel’s checker player 127 148 757
Game playing, tic-tac-toe 42 88—89 107 124—127 149—152
Games see “Game-playing”
Gardner, M. 714 736 747—748 762
Garey, M. 124
Gazdar, G. 421
General Problem Solver 172—174 203—204 560—566 757—758 766 768
General Problem solver, difference table 560—566
General Problem solver, means-ends analysis 560—566
Generic functions 498 501—503
Genesereth, M 79 275 290 600
Genetic algorithms 15 34 219 345 518 604 713—725 730—736 774
Genetic algorithms, artificial life 736—747
Genetic algorithms, classifier systems 725—730
Genetic algorithms, CNF Satisfaction Problem 717—719
Genetic algorithms, crossover 716—721 727 729—735
Genetic algorithms, defined 715—716
Genetic algorithms, genetic operators see “Crossover” “Mutation” “Inversion” “Order “Permutation”
Genetic algorithms, genetic programming 730—736
Genetic algorithms, gray coding 722
Genetic algorithms, hill climbing 723
Genetic algorithms, implicit parallelism 723
Genetic algorithms, inversion 717—718
Genetic algorithms, Monte Carlo replacement algorithms 716
Genetic algorithms, mutation 717—718 721 727—733 736
Genetic algorithms, order crossover 720—721
Genetic algorithms, performance evaluation 721—725
Genetic algorithms, permutation 733
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