메뉴 건너뛰기




Volumn 55, Issue 2, 2004, Pages 137-174

Fast theta-subsumption with constraint satisfaction algorithms

Author keywords

Constraint satisfaction; K locality; Meta learning; Phase transition; Relational learning

Indexed keywords


EID: 22944441060     PISSN: 08856125     EISSN: 15730565     Source Type: Journal    
DOI: 10.1023/B:MACH.0000023150.80092.40     Document Type: Article
Times cited : (51)

References (55)
  • 2
    • 0001882616 scopus 로고
    • Fast algorithms for mining association rules
    • J. B. Bocca, M. Jarke, & C. Zaniolo Eds, Morgan Kaufmann
    • Agrawal, R., & Srikant, R. (1994). Fast algorithms for mining association rules. In J. B. Bocca, M. Jarke, & C. Zaniolo (Eds.), Proceedings of the 20th Int. Conf. Very Large Data Bases, VLDB (pp. 487-499). Morgan Kaufmann.
    • (1994) Proceedings of the 20th Int. Conf. Very Large Data Bases, VLDB , pp. 487-499
    • Agrawal, R.1    Srikant, R.2
  • 3
    • 84869715551 scopus 로고    scopus 로고
    • Augier, S. (2000). Apprentissage Supervisé relationnel par algorithmes d'évolution. PhD thesis, Université de Paris 11 - Orsay.
    • Augier, S. (2000). Apprentissage Supervisé relationnel par algorithmes d'évolution. PhD thesis, Université de Paris 11 - Orsay.
  • 4
    • 84954410691 scopus 로고
    • Executing query packs in ILP
    • Proceedings of the 10th International Conference on Inductive Logic Programming, Berlin: Springer-Verlag
    • Blockeel, H., Dehaspe, L., Demoen, B., Janssens, G., Ramon, J., & Vandecasteele, H. (2000). Executing query packs in ILP. In Proceedings of the 10th International Conference on Inductive Logic Programming, LNAI 1866 (pp. 60-77). Berlin: Springer-Verlag.
    • (1866) LNAI , pp. 60-77
    • Blockeel, H.1    Dehaspe, L.2    Demoen, B.3    Janssens, G.4    Ramon, J.5    Vandecasteele, H.6
  • 5
    • 84958528434 scopus 로고
    • Characterizing the applicability of classification algorithms using meta-level learning
    • Proceedings of the 7th European Conference on Machine Learning pp, Springer
    • Brazdil, P., Gama, J., & Henery, B. ( 1994). Characterizing the applicability of classification algorithms using meta-level learning. In Proceedings of the 7th European Conference on Machine Learning (pp. 83-102). Lecture Notes in Artificial Intelligence, Springer.
    • (1994) Lecture Notes in Artificial Intelligence , pp. 83-102
    • Brazdil, P.1    Gama, J.2    Henery, B.3
  • 10
    • 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
  • 14
    • 69249163162 scopus 로고    scopus 로고
    • Dzeroski, S., & Lavrac, N. (Eds.). (2001). Relational data mining. Springer Verlag. Dolsak, D., & Muggleton, S. (1991). The application of ILP to finite element mesh design. In S. Muggleton (Ed.),
    • Dzeroski, S., & Lavrac, N. (Eds.). (2001). Relational data mining. Springer Verlag. Dolsak, D., & Muggleton, S. (1991). The application of ILP to finite element mesh design. In S. Muggleton (Ed.),
  • 16
    • 0024640050 scopus 로고
    • Tree clustering for constraint networks
    • Dechter, R., & Pearl, J. (1989). Tree clustering for constraint networks. Artificial Intelligence, 38, 353-366.
    • (1989) Artificial Intelligence , vol.38 , pp. 353-366
    • Dechter, R.1    Pearl, J.2
  • 17
    • 84957890121 scopus 로고    scopus 로고
    • Mining association rules in multiple relations
    • Proceedings of the 7th International Workshop on Inductive Logic Programming, Berlin: Springer-Verlag
    • Dehaspe, L., & De Raedt, L. (1997). Mining association rules in multiple relations. In Proceedings of the 7th International Workshop on Inductive Logic Programming, LNCS 1297 (pp. 125-132). Berlin: Springer-Verlag.
    • (1997) LNCS , vol.1297 , pp. 125-132
    • Dehaspe, L.1    De Raedt, L.2
  • 19
    • 0013105971 scopus 로고    scopus 로고
    • An evaluation of landmarking variants
    • Technical report, Austrian Research Institute for Artificial Intelligence
    • Fürnkranz, J., & Petrak, J. (2001). An evaluation of landmarking variants. Technical report, Austrian Research Institute for Artificial Intelligence.
    • (2001)
    • Fürnkranz, J.1    Petrak, J.2
  • 20
    • 0034140167 scopus 로고    scopus 로고
    • Heavy-tailed phenomena in satisfiability and constraint satisfaction problems
    • Gomes, C.P., Selman, B., Crato, N., & Kautz, H.A. (2000). Heavy-tailed phenomena in satisfiability and constraint satisfaction problems. Journal of Automated Reasoning, 24:1/2, 67-100.
    • (2000) Journal of Automated Reasoning , vol.24 , Issue.1-2 , pp. 67-100
    • Gomes, C.P.1    Selman, B.2    Crato, N.3    Kautz, H.A.4
  • 21
    • 0028400405 scopus 로고
    • Decomposing constraint satisfaction problems using database techniques
    • Gyssens, M., Jeavons, P.G., & Cohen, D.A. (1994). Decomposing constraint satisfaction problems using database techniques. Artificial Intelligence, 66, 57-89.
    • (1994) Artificial Intelligence , vol.66 , pp. 57-89
    • Gyssens, M.1    Jeavons, P.G.2    Cohen, D.A.3
  • 23
    • 0034515087 scopus 로고    scopus 로고
    • A comparison of structural CSP decomposition methods
    • Gottlob, G., Leone, N., & Scarcello, F. (2000). A comparison of structural CSP decomposition methods. Artificial Intelligence, 124:2, 243-282.
    • (2000) Artificial Intelligence , vol.124 , Issue.2 , pp. 243-282
    • Gottlob, G.1    Leone, N.2    Scarcello, F.3
  • 25
    • 0034320732 scopus 로고    scopus 로고
    • Phase transitions in relational learning
    • Giordana, A., & Saitta, L. (2000). Phase transitions in relational learning. Machine Learning, 2, 217-251.
    • (2000) Machine Learning , vol.2 , pp. 217-251
    • Giordana, A.1    Saitta, L.2
  • 27
    • 9444249340 scopus 로고    scopus 로고
    • On condensation of a clause
    • T. Horvath, & A. Yamamoto Eds, Proceedings of the 15th Int. Conf. on Inductive Logic. Programming, Springer-Verlag
    • Hirata, K. (2003). On condensation of a clause. In T. Horvath, & A. Yamamoto (Eds.), Proceedings of the 15th Int. Conf. on Inductive Logic. Programming, LNAI (pp. 164-179). Springer-Verlag.
    • (2003) LNAI , pp. 164-179
    • Hirata, K.1
  • 28
    • 0030105045 scopus 로고    scopus 로고
    • Refining the phase transition in combinatorial search
    • Hogg, T. (1996). Refining the phase transition in combinatorial search. Artificial Intelligence, 81, 127-154.
    • (1996) Artificial Intelligence , vol.81 , pp. 127-154
    • Hogg, T.1
  • 29
    • 84869719550 scopus 로고    scopus 로고
    • Kalousis, A. (2002). Algorithm Selection via Meta-Learning. PhD thesis, Université de Genève, Centre Universitaire d'Informatique.
    • Kalousis, A. (2002). Algorithm Selection via Meta-Learning. PhD thesis, Université de Genève, Centre Universitaire d'Informatique.
  • 30
    • 85152515906 scopus 로고
    • An efficient subsumption algorithm for inductive logic programming
    • W. Cohen, & H. Hirsh Eds, Morgan Kaufmann
    • Kietz, J.-U., & Lübbe, M. (1994). An efficient subsumption algorithm for inductive logic programming. In W. Cohen, & H. Hirsh (Eds.), Proceedings of the 11th International Conference on Machine Learning (pp. 130137). Morgan Kaufmann.
    • (1994) Proceedings of the 11th International Conference on Machine Learning , pp. 130137
    • Kietz, J.-U.1    Lübbe, M.2
  • 31
    • 1942515438 scopus 로고    scopus 로고
    • Propositionalization approaches to relational data mining
    • S. Dzeroski, & N. Lavrac Eds, Springer-Verlag
    • Kramer, S., Lavrac, N., & Flach, P. (2001). Propositionalization approaches to relational data mining. In S. Dzeroski, & N. Lavrac (Eds.), Relational data mining (pp. 262-291). Springer-Verlag.
    • (2001) Relational data mining , pp. 262-291
    • Kramer, S.1    Lavrac, N.2    Flach, P.3
  • 32
    • 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.
    • (1995) New Gen. Comput , vol.13
    • King, R.D.1    Srinivasan, A.2    Sternberg, M.J.E.3
  • 33
    • 7044220231 scopus 로고    scopus 로고
    • A true first-order bayesian classifier
    • S. Matwin Ed, Proceedings of the 14th Int. Conf. on Inductive Logic Programming, Springer
    • Lachiche, N. & Flach, P.A. (2003). A true first-order bayesian classifier. In S. Matwin (Ed.), Proceedings of the 14th Int. Conf. on Inductive Logic Programming, LNAI (pp. 133-148). Springer.
    • (2003) LNAI , pp. 133-148
    • Lachiche, N.1    Flach, P.A.2
  • 35
    • 49449120803 scopus 로고
    • Consistency in networks of relations
    • Mackworth, A.K. (1977). Consistency in networks of relations. Artificial Intelligence, 8, 99-118.
    • (1977) Artificial Intelligence , vol.8 , pp. 99-118
    • Mackworth, A.K.1
  • 36
    • 9444252355 scopus 로고    scopus 로고
    • An exhaustive matching procedure for the improvement of learning efficiency
    • T. Horvath, & A. Yamamoto Eds, Proceedings of the 15th Int. Conf. on Inductive Logic Progmmming, Springer-Verlag
    • Mauro, N., Basile, T.M.A., Ferilli, S., Esposito, F., & Fanizzi, N. (2003). An exhaustive matching procedure for the improvement of learning efficiency. In T. Horvath, & A. Yamamoto (Eds.), Proceedings of the 15th Int. Conf. on Inductive Logic Progmmming, LNAI (pp. 112-129). Springer-Verlag.
    • (2003) LNAI , pp. 112-129
    • Mauro, N.1    Basile, T.M.A.2    Ferilli, S.3    Esposito, F.4    Fanizzi, N.5
  • 37
    • 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
  • 38
    • 84937397355 scopus 로고    scopus 로고
    • Theta-subsumption in a constraint satisfaction perspective
    • C. Rouveirol, & M. Sebag Eds, Proceedings of the. 13th Inductive Logic Programming, SpringerVerlag
    • Maloberti, J., & Sebag, M. (2001). Theta-subsumption in a constraint satisfaction perspective. In C. Rouveirol, & M. Sebag (Eds.), Proceedings of the. 13th Inductive Logic Programming, LNAI 2157 (pp. 164-178). SpringerVerlag.
    • (2001) LNAI , vol.2157 , pp. 164-178
    • Maloberti, J.1    Sebag, M.2
  • 39
    • 0242329359 scopus 로고    scopus 로고
    • Improving efficiency of frequent query discovery by eliminating non-relevant candidates
    • Proceedings of the 6th International Conference on Discovery Science DS 2003, Berlin, Heidelberg, New York, Springer-Verlag
    • Maloberti, J., & Suzuki, E. (2003). Improving efficiency of frequent query discovery by eliminating non-relevant candidates. In Proceedings of the 6th International Conference on Discovery Science (DS 2003), LNAI 2843 (pp. 219-231), Berlin, Heidelberg, New York, Springer-Verlag.
    • (2003) LNAI , vol.2843 , pp. 219-231
    • Maloberti, J.1    Suzuki, E.2
  • 40
    • 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
  • 44
    • 84945253649 scopus 로고    scopus 로고
    • Macro-operators in multirelational learning: A search-space reduction technique
    • H. Mannila et al, Eds, Proceedings of the 13th European Conference on Machine Learning, Berlin: Springer-Verlag
    • Peña-Castillo, L., & Wrobel, S. (2002). Macro-operators in multirelational learning: A search-space reduction technique. In H. Mannila et al. (Eds.), Proceedings of the 13th European Conference on Machine Learning, LNCS 2430 (pp. 357-368). Berlin: Springer-Verlag.
    • (2002) LNCS , vol.2430 , pp. 357-368
    • Peña-Castillo, L.1    Wrobel, S.2
  • 45
    • 0001602577 scopus 로고
    • A note on inductive generalization
    • B. Meltzer, & D. Michie Eds, Edinburgh University Press
    • Plotkin, G. (1970). A note on inductive generalization. In B. Meltzer, & D. Michie (Eds.), Machine Intelligence, vol. 5 (pp. 153-163). Edinburgh University Press.
    • (1970) Machine Intelligence , vol.5 , pp. 153-163
    • Plotkin, G.1
  • 46
    • 0001372340 scopus 로고
    • Hybrid algorithms for the constraint satisfaction problem
    • Prosser, P. (1993). Hybrid algorithms for the constraint satisfaction problem. Computational Intelligence, 9, 268299.
    • (1993) Computational Intelligence , vol.9 , pp. 268299
    • Prosser, P.1
  • 47
    • 0001172265 scopus 로고
    • Learning logical definitions from, relations
    • Quinlan, J.R. (1990). Learning logical definitions from, relations. Machine Learning, 5:3, 239-266.
    • (1990) Machine Learning , vol.5 , Issue.3 , pp. 239-266
    • Quinlan, J.R.1
  • 48
    • 0031198976 scopus 로고    scopus 로고
    • Logical settings for concept learning
    • De Raedt, L. (1997). Logical settings for concept learning. Artificial Intelligence, 95:1, 187-201.
    • (1997) Artificial Intelligence , vol.95 , Issue.1 , pp. 187-201
    • De Raedt, L.1
  • 51
    • 84918983692 scopus 로고
    • A machine-oriented logic based on the resolution principle
    • Robinson, J. (1965). A machine-oriented logic based on the resolution principle. Journal of the ACM, 12:1, 2341.
    • (1965) Journal of the ACM , vol.12 , Issue.1 , pp. 2341
    • Robinson, J.1
  • 53
    • 0033889073 scopus 로고    scopus 로고
    • Resource-bounded relational reasoning: Induction and deduction through stochastic matching
    • Sebag, M., & Rouveirol, C. (2000). Resource-bounded relational reasoning: Induction and deduction through stochastic matching. Machine Learning, 38, 41-62.
    • (2000) Machine Learning , vol.38 , pp. 41-62
    • Sebag, M.1    Rouveirol, C.2
  • 55
    • 69249176459 scopus 로고    scopus 로고
    • Srinivasan, A. (2001). The Aleph manual, http://web.comlab.ox.ac.uk/oucl/ research/areas/machlearn/Aleph/. Tsang, E. (1993). Foundations of constraint satisfaction. Academic Press.
    • Srinivasan, A. (2001). The Aleph manual, http://web.comlab.ox.ac.uk/oucl/ research/areas/machlearn/Aleph/. Tsang, E. (1993). Foundations of constraint satisfaction. Academic Press.


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.