메뉴 건너뛰기




Volumn 38, Issue 1, 2000, Pages 41-62

Resource-bounded relational reasoning: induction and deduction through stochastic matching

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; ARTIFICIAL INTELLIGENCE; CONSTRAINT THEORY; HEURISTIC METHODS; INFERENCE ENGINES; LOGIC PROGRAMMING; SAMPLING;

EID: 0033889073     PISSN: 08856125     EISSN: None     Source Type: Journal    
DOI: 10.1023/a:1007629922420     Document Type: Article
Times cited : (25)

References (65)
  • 1
    • 0342671849 scopus 로고    scopus 로고
    • An experimental evaluation of coevolutive concept learning
    • J. Shavlik (Ed.), Morgan Kaufmann
    • Anglano, C., Giordana, A., Lo Bello, G., & Saitta, L. (1998). An experimental evaluation of coevolutive concept learning. In J. Shavlik (Ed.), Proc. of the 15th ICML (pp. 19-27). Morgan Kaufmann.
    • (1998) Proc. of the 15th ICML , pp. 19-27
    • Anglano, C.1    Giordana, A.2    Lo Bello, G.3    Saitta, L.4
  • 2
    • 0032069371 scopus 로고    scopus 로고
    • Top-down induction of first order logical decision trees
    • Blockeel, H. & De Raedt, L. (1998). Top-down induction of first order logical decision trees. Artificial Intelligence, 101(1-2), 285-297.
    • (1998) Artificial Intelligence , vol.101 , Issue.1-2 , pp. 285-297
    • Blockeel, H.1    De Raedt, L.2
  • 3
    • 0030125127 scopus 로고    scopus 로고
    • On the relative expressiveness of description logics and predicate logics
    • Borgida, A. (1996). On the relative expressiveness of description logics and predicate logics. Artificial Intelligence, 82, 353-367.
    • (1996) Artificial Intelligence , vol.82 , pp. 353-367
    • Borgida, A.1
  • 4
    • 0004297647 scopus 로고    scopus 로고
    • FONN: Combining first order logic with connectionist learning
    • D. Fisher (Ed.), Morgan Kaufmann
    • Botta, M., Giordana, A., & Piola, R. (1997). FONN: Combining first order logic with connectionist learning. In D. Fisher (Ed.), Proc. of ICML-97 (pp. 48-56). Morgan Kaufmann.
    • (1997) Proc. of ICML-97 , pp. 48-56
    • Botta, M.1    Giordana, A.2    Piola, R.3
  • 5
    • 0031628510 scopus 로고    scopus 로고
    • Algorithms for prepositional KB approximation
    • AAAI Press
    • Boufkhad, Y. (1998). Algorithms for prepositional KB approximation. Proc. of AAAI-98 (pp. 280-285). AAAI Press.
    • (1998) Proc. of AAAI-98 , pp. 280-285
    • Boufkhad, Y.1
  • 8
    • 0001804231 scopus 로고
    • Semantical and computational aspects of Horn approximations
    • Morgan Kaufmann
    • Cadoli, M. (1993). Semantical and computational aspects of Horn approximations. Proc. of IJCAI-93 (pp. 39-44). Morgan Kaufmann.
    • (1993) Proc. of IJCAI-93 , pp. 39-44
    • Cadoli, M.1
  • 10
    • 0031645259 scopus 로고    scopus 로고
    • A non-deterministic semantics for tractable inference
    • AAAI Press
    • Crawford, J. M. & Etherington, D. W. (1998). A non-deterministic semantics for tractable inference. Proc. of AAAI-98 (pp. 286-291). AAAI Press.
    • (1998) Proc. of AAAI-98 , pp. 286-291
    • Crawford, J.M.1    Etherington, D.W.2
  • 11
    • 0343106137 scopus 로고
    • Toward a theory of access-limited logic for knowledge representation
    • Crawford, J. M. & Kuiper, B. (1989). Toward a theory of access-limited logic for knowledge representation. Proc. of KR-89 (pp. 67-78).
    • (1989) Proc. of KR-89 , pp. 67-78
    • Crawford, J.M.1    Kuiper, B.2
  • 12
    • 84957878343 scopus 로고    scopus 로고
    • Part-of-speech tagging using Progol
    • N. Lavrac & Saso Dzeroski (Eds.), LNCS, Springer Verlag
    • Cussens, J. (1997). Part-of-speech tagging using Progol. In N. Lavrac & Saso Dzeroski (Eds.), Proc. of ILP-97 (pp. 93-108). LNCS, Vol. 1297, Springer Verlag.
    • (1997) Proc. of ILP-97 , vol.1297 , pp. 93-108
    • Cussens, J.1
  • 14
    • 0028529173 scopus 로고
    • First order jk-clausal theories are PAC-learnable
    • De Raedt, L. & Dzeroski, S. (1994). First order jk-clausal theories are PAC-learnable. Artificial Intelligence, 70, 375-392.
    • (1994) Artificial Intelligence , vol.70 , pp. 375-392
    • De Raedt, L.1    Dzeroski, S.2
  • 16
    • 0030649484 scopus 로고    scopus 로고
    • Solving the multiple-instance problem with axis-parallel rectangles
    • Dietterich, T. G., Lathrop, R., & Lozano-Perez, T. (1997). Solving the multiple-instance problem with axis-parallel rectangles. Artificial Intelligence, 89(1-2), 31-71.
    • (1997) Artificial Intelligence , vol.89 , Issue.1-2 , pp. 31-71
    • Dietterich, T.G.1    Lathrop, R.2    Lozano-Perez, T.3
  • 17
    • 0343977911 scopus 로고
    • The application of ILP to finite element mesh design
    • S. Muggleton (Ed.), Springer Verlag
    • Dolsak, D. & Muggleton, S. (1991). The application of ILP to finite element mesh design. In S. Muggleton (Ed.), Proc. of the 1st ILP (pp. 453-472). Springer Verlag.
    • (1991) Proc. of the 1st ILP , pp. 453-472
    • Dolsak, D.1    Muggleton, S.2
  • 18
    • 0002479240 scopus 로고    scopus 로고
    • Relational instance based learning
    • L. Saitta (Ed.), Morgan Kaufmann
    • Emde, W. & Wettscherek, D. (1996). Relational instance based learning. In L. Saitta (Ed.), Proc. of the 13th ICML (pp. 122-130). Morgan Kaufmann.
    • (1996) Proc. of the 13th ICML , pp. 122-130
    • Emde, W.1    Wettscherek, D.2
  • 19
    • 84949781025 scopus 로고    scopus 로고
    • Locally finite, proper and complete operators for refining datalog programs
    • Z. W. Raz & M. Michalewicz (Eds.), Springer Verlag
    • Esposito, F., Laterza, A., Malerba, D., & Semeraro, G. (1996). Locally finite, proper and complete operators for refining datalog programs. In Z. W. Raz & M. Michalewicz (Eds.), Foundations of intelligent systems (pp. 468-478). Springer Verlag.
    • (1996) Foundations of Intelligent Systems , pp. 468-478
    • Esposito, F.1    Laterza, A.2    Malerba, D.3    Semeraro, G.4
  • 20
    • 0002596869 scopus 로고
    • The art of artificial intelligence: Themes and case studies in knowledge engineering
    • Feigenbaum, E. (1977). The art of artificial intelligence: themes and case studies in knowledge engineering. Proc. of IJCAI'77 (pp. 1014-1029).
    • (1977) Proc. of IJCAI'77 , pp. 1014-1029
    • Feigenbaum, E.1
  • 21
    • 0000662737 scopus 로고
    • Search intensive concept induction
    • Giordana, A. & Neri, F. (1994) Search intensive concept induction. Evolutionary Computation, 3(4), 375-416.
    • (1994) Evolutionary Computation , vol.3 , Issue.4 , pp. 375-416
    • Giordana, A.1    Neri, F.2
  • 22
    • 2542480519 scopus 로고    scopus 로고
    • An experimental study of phase transitions in matching
    • Morgan Kaufmann
    • Giordana, A., Botta, M., & Saitta, L. (1999). An experimental study of phase transitions in matching. In Proc. of IJCA'99 (pp. 1199-1203). Morgan Kaufmann.
    • (1999) Proc. of IJCA'99 , pp. 1199-1203
    • Giordana, A.1    Botta, M.2    Saitta, L.3
  • 23
    • 0024082469 scopus 로고
    • Quantifying inductive bias: AIlearning algorithms and Valiant's learning framework
    • Haussler, D. (1988). Quantifying inductive bias: AIlearning algorithms and Valiant's learning framework. Artificial Intelligence, 36, 177-221.
    • (1988) Artificial Intelligence , vol.36 , pp. 177-221
    • Haussler, D.1
  • 25
    • 84957044441 scopus 로고
    • NP-completeness of the set unification and matching problems
    • Springer Verlag
    • Kapur, D. & Narendran, P. (1986). NP-completeness of the set unification and matching problems. Proc. of 8th Conference on Automated Deduction (Vol. 230, pp. 489-495). Springer Verlag.
    • (1986) Proc. of 8th Conference on Automated Deduction , vol.230 , pp. 489-495
    • Kapur, D.1    Narendran, P.2
  • 26
    • 0342671806 scopus 로고
    • Ph.D. Thesis, Institut Josef Stefan, Ljubljana, Slovenia
    • Karalic, A. (1995). First order regression. Ph.D. Thesis, Institut Josef Stefan, Ljubljana, Slovenia.
    • (1995) First Order Regression
    • Karalic, A.1
  • 27
    • 0031224128 scopus 로고    scopus 로고
    • Learning to reason
    • Khardon, R. & Roth, D. (1997). Learning to reason. Jal of the ACM, 44(5), 697-725.
    • (1997) Jal of the ACM , vol.44 , Issue.5 , pp. 697-725
    • Khardon, R.1    Roth, D.2
  • 28
    • 0000183134 scopus 로고
    • Relating chemical activity to structure: An examination of ILP successes
    • King, R. D., Srinivasan, A., & Sternberg, M. J. E. (1995). Relating chemical activity to structure: an examination of ILP successes. New Gen. Comput., 13, 411-433.
    • (1995) New Gen. Comput. , vol.13 , pp. 411-433
    • King, R.D.1    Srinivasan, A.2    Sternberg, M.J.E.3
  • 29
    • 0029373303 scopus 로고
    • Approximate inference of functional dependencies from relations
    • Kivinen, J. & Mannila, H. (1995). Approximate inference of functional dependencies from relations. Theoretical Computer Science, 149, 129-149.
    • (1995) Theoretical Computer Science , vol.149 , pp. 129-149
    • Kivinen, J.1    Mannila, H.2
  • 30
    • 0004265684 scopus 로고
    • Improving the generalization step in learning
    • R. S. Michalski, J. G. Carbonell, & T. M. Mitchell (Eds.), Morgan Kaufmann
    • Kodratoff, Y. & Ganascia, J.-G. (1986). Improving the generalization step in learning. In R. S. Michalski, J. G. Carbonell, & T. M. Mitchell (Eds.), Machine learning: an artificial intelligence approach (Vol. 2, pp. 215-244). Morgan Kaufmann.
    • (1986) Machine Learning: An Artificial Intelligence Approach , vol.2 , pp. 215-244
    • Kodratoff, Y.1    Ganascia, J.-G.2
  • 31
    • 33747419508 scopus 로고
    • Automatic parameter selection by minimizing estimated error
    • A. Prieditis, & S. Russell (Eds.), Morgan Kaufmann
    • Kohavi, R. & John, G. H. (1995). Automatic parameter selection by minimizing estimated error. In A. Prieditis, & S. Russell (Eds.), Proc. of the 12th ICML (pp. 304-312). Morgan Kaufmann.
    • (1995) Proc. of the 12th ICML , pp. 304-312
    • Kohavi, R.1    John, G.H.2
  • 33
    • 0011785695 scopus 로고
    • An approach to dimensionality reduction in learning from deductive databases
    • L. de Raedt (Ed.), Katholieke Universiteit Leuven
    • Lavrac, N., Gamberger, D., & Dzeroski, S. (1995). An approach to dimensionality reduction in learning from deductive databases. In L. de Raedt (Ed.), Proc. of Inductive Logic Programming-95 (pp. 337-354). Katholieke Universiteit Leuven.
    • (1995) Proc. of Inductive Logic Programming-95 , pp. 337-354
    • Lavrac, N.1    Gamberger, D.2    Dzeroski, S.3
  • 35
    • 0013157568 scopus 로고    scopus 로고
    • Programming in an integrated functional and logic language
    • March 1999
    • Lloyd, J. W. (1999). Programming in an integrated functional and logic language. Journal of Functional and Logic Programming, March 1999.
    • (1999) Journal of Functional and Logic Programming
    • Lloyd, J.W.1
  • 36
    • 0002204969 scopus 로고
    • Knowledge compilation using prime implicants
    • Morgan Kaufmann
    • Marquis, P. (1995). Knowledge compilation using prime implicants. Proc. of IJCAI-95 (pp. 837-843). Morgan Kaufmann.
    • (1995) Proc. of IJCAI-95 , pp. 837-843
    • Marquis, P.1
  • 37
    • 0003046840 scopus 로고
    • A theory and methodology of inductive learning
    • R. S. Michalski, J. G. Carbonell. & T. M. Mitchell (Eds.), Morgan Kaufmann
    • Michalski, R. S. (1983). A theory and methodology of inductive learning. In R. S. Michalski, J. G. Carbonell. & T. M. Mitchell (Eds.), Machine learning: an artificial intelligence approach (Vol. 1, pp. 83-134). Morgan Kaufmann.
    • (1983) Machine Learning: An Artificial Intelligence Approach , vol.1 , pp. 83-134
    • Michalski, R.S.1
  • 38
    • 0000531852 scopus 로고
    • Generalization as search
    • Mitchell, T. M. (1982). Generalization as search. Artificial Intelligence, 18, 203-226.
    • (1982) Artificial Intelligence , vol.18 , pp. 203-226
    • Mitchell, T.M.1
  • 40
    • 0027002161 scopus 로고
    • Hard and easy distributions of SAT problems
    • AAAI Press
    • Mitchell, D., Selman, B., & Levesque, H. (1992). Hard and easy distributions of SAT problems. Proc. of AAAI-92 (pp. 459-465). AAAI Press.
    • (1992) Proc. of AAAI-92 , pp. 459-465
    • Mitchell, D.1    Selman, B.2    Levesque, H.3
  • 41
    • 77951503082 scopus 로고
    • Inverse entailment and PROGOL
    • Muggleton, S. (1995). Inverse entailment and PROGOL. New Gen. Comput., 13, 245-286.
    • (1995) New Gen. Comput. , vol.13 , pp. 245-286
    • Muggleton, S.1
  • 42
    • 0028429573 scopus 로고
    • Inductive logic programming: Theory and methods
    • Muggleton, S. & De Raedt, L. (1994). Inductive logic programming: Theory and methods. Journal of Logic Programming, 19, 629-679.
    • (1994) Journal of Logic Programming , vol.19 , pp. 629-679
    • Muggleton, S.1    De Raedt, L.2
  • 44
    • 33747398544 scopus 로고
    • Learning DNF via probabilistic evidence combination
    • P. Utgoff (Ed.), Morgan Kaufmann
    • Norton, S. W. & Hirsh, H. (1993). Learning DNF via probabilistic evidence combination. In P. Utgoff (Ed.), Proc. of the 10th ICML (pp. 220-227). Morgan Kaufmann.
    • (1993) Proc. of the 10th ICML , pp. 220-227
    • Norton, S.W.1    Hirsh, H.2
  • 45
    • 0003536194 scopus 로고
    • A decidable first-order logic for knowledge representation
    • Patel-Schneider, P. F. (1990). A decidable first-order logic for knowledge representation. Journal of Automated Reasoning, 6, 361-388.
    • (1990) Journal of Automated Reasoning , vol.6 , pp. 361-388
    • Patel-Schneider, P.F.1
  • 46
    • 8844261754 scopus 로고
    • The role of prior knowledge in inductive learning
    • Pazzani, M. & Kibler, D. (1992). The role of prior knowledge in inductive learning. Machine Learning, 9, 54-97.
    • (1992) Machine Learning , vol.9 , pp. 54-97
    • Pazzani, M.1    Kibler, D.2
  • 47
    • 0001602577 scopus 로고
    • A note on inductive generalization
    • Edinburgh University Press
    • Plotkin, G. (1970). A note on inductive generalization. Machine intelligence (Vol. 5, pp. 153-163). Edinburgh University Press.
    • (1970) Machine Intelligence , vol.5 , pp. 153-163
    • Plotkin, G.1
  • 48
    • 0001172265 scopus 로고
    • Learning logical definition from relations
    • Quinlan, J. R. (1990). Learning logical definition from relations. Machine Learning, 5, 239-266.
    • (1990) Machine Learning , vol.5 , pp. 239-266
    • Quinlan, J.R.1
  • 49
    • 0002399445 scopus 로고
    • Foundations of assumption-based truth maintenance systems: Preliminary report
    • AAAI Press
    • Reiter, R. & De Kleer, J. (1987). Foundations of assumption-based truth maintenance systems: preliminary report. Proc. of AAAI-87 (pp. 183-188). AAAI Press.
    • (1987) Proc. of AAAI-87 , pp. 183-188
    • Reiter, R.1    De Kleer, J.2
  • 50
    • 0018015137 scopus 로고
    • Modelling by shortest data description
    • Rissanen, J. (1978). Modelling by shortest data description. Automatica, 14, 465-471.
    • (1978) Automatica , vol.14 , pp. 465-471
    • Rissanen, J.1
  • 51
    • 84934555448 scopus 로고
    • Flattening and saturation: Two representation changes for generalisation
    • Rouveirol, C. (1994). Flattening and saturation: Two representation changes for generalisation. Machine Learning, 14, 219-232.
    • (1994) Machine Learning , vol.14 , pp. 219-232
    • Rouveirol, C.1
  • 53
    • 85027406986 scopus 로고
    • Using constraints to building version spaces
    • L. De Raedt & F. Bergadano (Eds.), Springer Verlag
    • Sebag, M. (1994). Using constraints to building version spaces. In L. De Raedt & F. Bergadano (Eds.), Proc. of ECML-94, European conference on machine learning (pp. 257-271). Springer Verlag.
    • (1994) Proc. of ECML-94, European Conference on Machine Learning , pp. 257-271
    • Sebag, M.1
  • 54
    • 0343977904 scopus 로고
    • 2nd order understandability of disjunctive version spaces
    • Report LRI, Université Paris-Sud
    • Sebag, M. (1995). 2nd order understandability of disjunctive version spaces. In Workshop on machine learning and comprehensibility, IJCAI-95. Report LRI, Université Paris-Sud, http://www.lri.fr/ cn/wshp-ijcai.
    • (1995) Workshop on Machine Learning and Comprehensibility, IJCAI-95
    • Sebag, M.1
  • 55
    • 0005365017 scopus 로고    scopus 로고
    • Delaying the choice of bias: A disjunctive version space approach
    • L. Saitta (Ed.), Morgan Kaufmann
    • Sebag, M. (1996). Delaying the choice of bias: A disjunctive version space approach. In L. Saitta (Ed.), Proc. of the 13th ICML (pp. 444-452). Morgan Kaufmann.
    • (1996) Proc. of the 13th ICML , pp. 444-452
    • Sebag, M.1
  • 56
    • 0005441648 scopus 로고    scopus 로고
    • Tractable induction and classification in FOL
    • Morgan Kaufmann
    • Sebag, M. & Rouveirol, C. (1997). Tractable induction and classification in FOL. Proc. of IJCAI-97 (pp. 888-892). Morgan Kaufmann.
    • (1997) Proc. of IJCAI-97 , pp. 888-892
    • Sebag, M.1    Rouveirol, C.2
  • 57
    • 0030102186 scopus 로고    scopus 로고
    • Knowledge compilation and theory approximation
    • Selman, B. & Kautz, H. (1996). Knowledge compilation and theory approximation. Jal of the ACM, 43(2), 193-224.
    • (1996) Jal of the ACM , vol.43 , Issue.2 , pp. 193-224
    • Selman, B.1    Kautz, H.2
  • 60
    • 0010268518 scopus 로고
    • Incremental non-backtracking focusing: A polynomially bounded generalization algorithm for version space
    • Morgan Kaufmann
    • Smith, B. D. & Rosembloom, P. S. (1990). Incremental non-backtracking focusing: A polynomially bounded generalization algorithm for version space. Proc. of AAAI-90 (pp. 848-853). Morgan Kaufmann.
    • (1990) Proc. of AAAI-90 , pp. 848-853
    • Smith, B.D.1    Rosembloom, P.S.2
  • 61
    • 0041656711 scopus 로고
    • Comparing the use of background knowledge by two ILP systems
    • L. de Raedt (Ed.), Katholieke Universiteit Leuven
    • Srinivasan, A. & Muggleton, S. (1995). Comparing the use of background knowledge by two ILP systems. In L. de Raedt (Ed.), Proc. of Inductive Logic Programming-95. Katholieke Universiteit Leuven.
    • (1995) Proc. of Inductive Logic Programming-95
    • Srinivasan, A.1    Muggleton, S.2
  • 62
  • 63
    • 84880685154 scopus 로고    scopus 로고
    • The predictive toxicology evaluation challenge
    • Morgan Kaufmann
    • Srinivasan, A. (1997). The predictive toxicology evaluation challenge. Proc. of IJCAI-97 (pp. 4-8). Morgan Kaufmann.
    • (1997) Proc. of IJCAI-97 , pp. 4-8
    • Srinivasan, A.1
  • 64
    • 0030230721 scopus 로고    scopus 로고
    • Using any-time algorithms in intelligent systems
    • Zilberstein, S. (1996). Using any-time algorithms in intelligent systems. AI Magazine, 17(3), 73-83.
    • (1996) AI Magazine , vol.17 , Issue.3 , pp. 73-83
    • Zilberstein, S.1
  • 65
    • 0008632799 scopus 로고    scopus 로고
    • Representation changes for efficient learning in structural domains
    • L. Saitta (Ed.), Morgan Kaufmann
    • Zucker, J.-D. & Ganascia, J.-G. (1996). Representation changes for efficient learning in structural domains. In L. Saitta (Ed.), Proc. of the 13th ICML (pp. 543-551). Morgan Kaufmann.
    • (1996) Proc. of the 13th ICML , pp. 543-551
    • Zucker, J.-D.1    Ganascia, J.-G.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.