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Volumn 55, Issue 2, 2004, Pages 175-210

Inducing multi-level association rules from multiple relations

Author keywords

Description logics; Inductive logic programming; Spatial data mining

Indexed keywords


EID: 22944475382     PISSN: 08856125     EISSN: 15730565     Source Type: Journal    
DOI: 10.1023/B:MACH.0000023151.65011.a3     Document Type: Article
Times cited : (101)

References (48)
  • 1
    • 0001882616 scopus 로고
    • Fast algorithms for mining association rules in large databases
    • J. Bocea, M. Jarke, & C. Zaniolo Eds, Morgan Kaufmann
    • Agrawal, R., & Srikant, R. (.1994). Fast algorithms for mining association rules in large databases. In J. Bocea, M. Jarke, & C. Zaniolo (Eds.), Proceedings of 20th International Conference on Very Large Data Bases (pp. 487499). Morgan Kaufmann.
    • (1994) Proceedings of 20th International Conference on Very Large Data Bases , pp. 487499
    • Agrawal, R.1    Srikant, R.2
  • 2
    • 0003727420 scopus 로고    scopus 로고
    • Baader, F, Calvanese, D, McGuinness, D, Nardi, D, & Patel-Schneider, P, Eds, Cambridge University Press
    • Baader, F., Calvanese, D., McGuinness, D., Nardi, D., & Patel-Schneider, P. (Eds.). (2003). The description logic. handbook: Theory, implementation and applications. Cambridge University Press.
    • (2003) The description logic. handbook: Theory, implementation and applications
  • 3
    • 84954429413 scopus 로고    scopus 로고
    • A refinement operator for description logics
    • J. Cussens & A. Frisch Eds, Inductive logic programming, of , Springer-Verlag
    • Badea, L., & Nienhuys-Cheng, S.-W. (2000). A refinement operator for description logics. In J. Cussens & A. Frisch (Eds.), Inductive logic programming, vol. 1866 of Lecture Notes in Artificial Intelligence (pp. 40-59) Springer-Verlag.
    • (2000) Lecture Notes in Artificial Intelligence , vol.1866 , pp. 40-59
    • Badea, L.1    Nienhuys-Cheng, S.-W.2
  • 4
    • 34249978148 scopus 로고    scopus 로고
    • Urban accessibility index: Literature review
    • Technical Report TX-01/7-4938-1, Texas Dept. of Transportation, University of Texas, Austin
    • Bhat, C., Handy, S., Kockelman, K., Mahmassani, H., Chen, Q., & Weston, L. (2000). Urban accessibility index: Literature review. Technical Report TX-01/7-4938-1, Texas Dept. of Transportation, University of Texas, Austin.
    • (2000)
    • Bhat, C.1    Handy, S.2    Kockelman, K.3    Mahmassani, H.4    Chen, Q.5    Weston, L.6
  • 6
    • 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, 82:1/2, 353-367.
    • (1996) Artificial Intelligence , vol.82 , Issue.1-2 , pp. 353-367
    • Borgida, A.1
  • 7
    • 0024084964 scopus 로고
    • Generalized subsumption and its application to induction and redundancy
    • Buntine, W. (1988). Generalized subsumption and its application to induction and redundancy. Artificial Intelligence, 36:2, 149-176.
    • (1988) Artificial Intelligence , vol.36 , Issue.2 , pp. 149-176
    • Buntine, W.1
  • 11
    • 0031073733 scopus 로고    scopus 로고
    • Clausal discovery
    • De Raedt, L., & Dehaspe, L. (1997). Clausal discovery. Machine Learning, 26:2/3, 99-146.
    • (1997) Machine Learning , vol.26 , Issue.2-3 , pp. 99-146
    • De Raedt, L.1    Dehaspe, L.2
  • 12
    • 0028529173 scopus 로고
    • First order jk-clausal theories are PAC-learnable
    • De Raedt, L., & Džeroski, 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    Džeroski, S.2
  • 15
    • 0002047785 scopus 로고    scopus 로고
    • Inductive logic programming and knowledge discovery in databases
    • U. Fayyad, G. Piatetsky-Shapiro, P. Smyth, & R. Uthurusamy Eds, AAAI Press/The MIT Press
    • Džeroski, S. (1996). Inductive logic programming and knowledge discovery in databases. In U. Fayyad, G. Piatetsky-Shapiro, P. Smyth, & R. Uthurusamy (Eds.), Advances in knowledge discovery and data mining. (pp. 117-152). AAAI Press/The MIT Press.
    • (1996) Advances in knowledge discovery and data mining , pp. 117-152
    • Džeroski, S.1
  • 16
    • 84869690796 scopus 로고    scopus 로고
    • Džeroski, S. (200.1). Relational data mining applications: An overview. In S. Džeroski & N. Lavrač (Eds.), Relational data mining (pp. 339-364). Springer.
    • Džeroski, S. (200.1). Relational data mining applications: An overview. In S. Džeroski & N. Lavrač (Eds.), Relational data mining (pp. 339-364). Springer.
  • 17
    • 69249175437 scopus 로고    scopus 로고
    • Egenhofer, M., & Herring, J. (1994). Categorizing binary topological relations between regions, lines, and points in geographic databases. In M. Egenhofer, D. Mark, & J. Herring (Eds.), The 9-intersection: Formalism and its use for natural-language spatial predicates (pp. 183-271). Technical Report 94-1, U.S. NCGIA.
    • Egenhofer, M., & Herring, J. (1994). Categorizing binary topological relations between regions, lines, and points in geographic databases. In M. Egenhofer, D. Mark, & J. Herring (Eds.), The 9-intersection: Formalism and its use for natural-language spatial predicates (pp. 183-271). Technical Report 94-1, U.S. NCGIA.
  • 18
    • 23044519025 scopus 로고    scopus 로고
    • Spatial data mining: Database primitives, algorithms and efficient DBMS support
    • Ester, M., Frommelt, A., Kriegel, H.-.P., & Sander, J. (2000). Spatial data mining: Database primitives, algorithms and efficient DBMS support. Data Mining and Knowledge Discovery, 4:2/3, 193-216.
    • (2000) Data Mining and Knowledge Discovery , vol.4 , Issue.2-3 , pp. 193-216
    • Ester, M.1    Frommelt, A.2    Kriegel, H.P.3    Sander, J.4
  • 19
    • 0002433547 scopus 로고    scopus 로고
    • From data mining to knowledge discovery: An overview
    • U. Fayyad, G. Piatetsky-Shapiro, P. Smyth, & R. Uthurusamy Eds, AAAI Press/The MIT Press
    • Fayyad, U., Piatetsky-Shapiro, G., & Smyth, P. (1996). From data mining to knowledge discovery: An overview. In U. Fayyad, G. Piatetsky-Shapiro, P. Smyth, & R. Uthurusamy (Eds.), Advances in knowledge discovery and data mining, (pp. 1-34). AAAI Press/The MIT Press.
    • (1996) Advances in knowledge discovery and data mining , pp. 1-34
    • Fayyad, U.1    Piatetsky-Shapiro, G.2    Smyth, P.3
  • 20
    • 53949085772 scopus 로고    scopus 로고
    • Ferri, F., Pourabbas, E., Rafanelli, M., & Ricci, F. (2000). Extending geographic databases for a query language to support queries involving statistical data. In G (Ed.), Proceedings of the 12th Int. Conf. on Scientific and Statistical Database Management.
    • Ferri, F., Pourabbas, E., Rafanelli, M., & Ricci, F. (2000). Extending geographic databases for a query language to support queries involving statistical data. In G (Ed.), Proceedings of the 12th Int. Conf. on Scientific and Statistical Database Management.
  • 21
    • 0035451820 scopus 로고    scopus 로고
    • Editorial: Inductive logic programming is coming of age
    • Flach, P., & Džeroski, S. (2001). Editorial: Inductive logic programming is coming of age. Machine Learning, 44:3, 207-209.
    • (2001) Machine Learning , vol.44 , Issue.3 , pp. 207-209
    • Flach, P.1    Džeroski, S.2
  • 22
    • 69249180603 scopus 로고    scopus 로고
    • Gatrell, A., & Senior, M. (1999). Health and health care applications. In P. Longley, M. Goodchild, D. Maguire, & D. Rhind (Eds.), Geographical information systems, 2, Principles and technical issues, 2nd edn. 2, (pp. 925-938). John Wiley & Sons.
    • Gatrell, A., & Senior, M. (1999). Health and health care applications. In P. Longley, M. Goodchild, D. Maguire, & D. Rhind (Eds.), Geographical information systems, vol. 2, Principles and technical issues, 2nd edn. vol. 2, (pp. 925-938). John Wiley & Sons.
  • 23
    • 0012478906 scopus 로고
    • An introduction to spatial database systems
    • Güting, R. (1994). An introduction to spatial database systems. VLDB Journal, 3:4, 357-399.
    • (1994) VLDB Journal , vol.3 , Issue.4 , pp. 357-399
    • Güting, R.1
  • 24
    • 0002401815 scopus 로고
    • Discovery of multiple-level association rules from large databases
    • U. Dayal, P. Gray, & S. Nishio Eds, Sept. 11-15, Zurich, Switzerland. Morgan Kaufmann
    • Han, J., & Fu, Y. (1995). Discovery of multiple-level association rules from large databases. In U. Dayal, P. Gray, & S. Nishio (Eds.), VLDB'95, Proceedings of 21th International Conference, on Very Large Data Bases, Sept. 11-15, 1995, (pp. 420-431). Zurich, Switzerland. Morgan Kaufmann.
    • (1995) VLDB'95, Proceedings of 21th International Conference, on Very Large Data Bases , pp. 420-431
    • Han, J.1    Fu, Y.2
  • 27
    • 84869692753 scopus 로고    scopus 로고
    • Helft, N. (1987). Inductive generalization: A logical framework. In I. Bratko, & N. Lavrač (Eds.), Progress in Machine Learning-Proceedings of EWSL87: 2nd European Working Session on Learning (pp. 149-157). Wilmslow, U.K.: Sigma Press.
    • Helft, N. (1987). Inductive generalization: A logical framework. In I. Bratko, & N. Lavrač (Eds.), Progress in Machine Learning-Proceedings of EWSL87: 2nd European Working Session on Learning (pp. 149-157). Wilmslow, U.K.: Sigma Press.
  • 28
    • 0342984487 scopus 로고
    • Machine Learning, 14:1
    • 193-2.17
    • Kietz, J.-U., & Morik, K. (1994). A polynomial approach to the constructive induction of structural knowledge. Machine Learning, 14:1, 193-2.17.
    • (1994)
    • Kietz, J.-U.1    Morik, K.2
  • 29
    • 84957645397 scopus 로고
    • Discovery of spatial association rules in geographic information databases
    • M. Egenhofer and J. Herring Eds, Advances in spatial databases, of , Springer
    • Koperski, K., & Han, J. (1995). Discovery of spatial association rules in geographic information databases. In M. Egenhofer and J. Herring (Eds.), Advances in spatial databases, vol. 951 of Lecture Notes in Computer Science (pp. 47-66). Springer.
    • (1995) Lecture Notes in Computer Science , vol.951 , pp. 47-66
    • Koperski, K.1    Han, J.2
  • 30
    • 84937420049 scopus 로고    scopus 로고
    • Transformation-based learning using multirelational aggregation
    • C. Rouveirol & M. Sebag Eds, Inductive, logic programming, of , Springer
    • Krogel, M.-A., & Wrobel, S. (2001). Transformation-based learning using multirelational aggregation. In C. Rouveirol & M. Sebag (Eds.), Inductive, logic programming, vol. 2157 of Lecture Notes in Artificial Intelligence (pp. 142-155). Springer.
    • (2001) Lecture Notes in Artificial Intelligence , vol.2157 , pp. 142-155
    • Krogel, M.-A.1    Wrobel, S.2
  • 31
    • 0032156942 scopus 로고    scopus 로고
    • Combining Horn rules and description logics in CARIN
    • Levy, A., & Rousset, M.-C. (1998). Combining Horn rules and description logics in CARIN. Artificial Intelligence, 104, 165-209.
    • (1998) Artificial Intelligence , vol.104 , pp. 165-209
    • Levy, A.1    Rousset, M.-C.2
  • 33
    • 84974668028 scopus 로고    scopus 로고
    • Relative unsupervised discretization for association rule mining
    • D. Zighed, H. Komorowski, & J. Zytkow Eds, Principles of 'data mining and knowledge discovery, of , Springer
    • Ludl, M.-C., & Widmer, G. (2000). Relative unsupervised discretization for association rule mining. In D. Zighed, H. Komorowski, & J. Zytkow (Eds.), Principles of 'data mining and knowledge discovery', vol. 1910 of Lecture Notes in Artificial Intelligence (pp. 148-158). Springer.
    • (2000) Lecture Notes in Artificial Intelligence , vol.1910 , pp. 148-158
    • Ludl, M.-C.1    Widmer, G.2
  • 34
    • 0012820551 scopus 로고    scopus 로고
    • Machine learning for information extraction from topographic maps
    • H. Miller, & J. Han Eds, Taylor and Francis
    • Malerba, D., Esposito, F., Lanza, A., & Lisi, F. A. (2001). Machine learning for information extraction from topographic maps. In H. Miller, & J. Han (Eds.), Geographic data mining and knowledge discovery (pp. 291-314). Taylor and Francis.
    • (2001) Geographic data mining and knowledge discovery , pp. 291-314
    • Malerba, D.1    Esposito, F.2    Lanza, A.3    Lisi, F.A.4
  • 35
    • 84937393567 scopus 로고    scopus 로고
    • Discovering associations between, spatial objects: An ILP application
    • C. Rouveirol & M. Sebag Eds, Inductive logic programming, of , Springer
    • Malerba, D., & Lisi, R A. (2001a). Discovering associations between, spatial objects: An ILP application. In C. Rouveirol & M. Sebag (Eds.), Inductive logic programming, vol. 2157 of Lecture Notes in Artificial Intelligence (pp. .156-163). Springer.
    • (2001) Lecture Notes in Artificial Intelligence , vol.2157 , pp. 156-163
    • Malerba, D.1    Lisi, R.A.2
  • 37
    • 21944442464 scopus 로고    scopus 로고
    • Levelwise search and borders of theories in knowledge discovery
    • Mannila, H., & Toivonen, H. (1997). Levelwise search and borders of theories in knowledge discovery. Data Mining and Knowledge Discovery, 1:3, 241-258.
    • (1997) Data Mining and Knowledge Discovery , vol.1 , Issue.3 , pp. 241-258
    • Mannila, H.1    Toivonen, H.2
  • 38
    • 69249167303 scopus 로고    scopus 로고
    • Martin, D. (1999). Spatial representation: The social scientist's perspective. In P. Longley, M. Goodchild, D. Maguire, & D. Rhind (Eds.), Geographical information systems, 1, principles and technical issues, 2nd edn., 1. (pp. 71-80). John Wiley & Sons.
    • Martin, D. (1999). Spatial representation: The social scientist's perspective. In P. Longley, M. Goodchild, D. Maguire, & D. Rhind (Eds.), Geographical information systems, vol. 1, principles and technical issues, 2nd edn., vol. 1. (pp. 71-80). John Wiley & Sons.
  • 41
    • 0001602577 scopus 로고
    • A note on inductive generalization
    • Plotkin, G. (1970). A note on inductive generalization. Machine Intelligence, 5, 153-163.
    • (1970) Machine Intelligence , vol.5 , pp. 153-163
    • Plotkin, G.1
  • 42
    • 84947779881 scopus 로고    scopus 로고
    • Knowledge discovery in spatial data by means of ILP
    • J. Zytkow, & M. Quafalou Eds, Principles of data mining and knowledge, discovery, second European symposium, PKDD '98, of , Springer
    • Popelinski, L. (1998). Knowledge discovery in spatial data by means of ILP. In J. Zytkow, & M. Quafalou (Eds.), Principles of data mining and knowledge, discovery, second European symposium, PKDD '98, vol. 1510 of Lecture Notes in Artificial Intelligence (pp. 185-193). Springer.
    • (1998) Lecture Notes in Artificial Intelligence , vol.1510 , pp. 185-193
    • Popelinski, L.1
  • 43
    • 0019004898 scopus 로고
    • Equality and domain closure in first order databases
    • Reiter, R. (1980). Equality and domain closure in first order databases. Journal of ACM, 27, 235-249.
    • (1980) Journal of ACM , vol.27 , pp. 235-249
    • Reiter, R.1
  • 44
    • 84954444436 scopus 로고    scopus 로고
    • Towards learning in CARIN-ALN
    • J. Cussens & A. Frisch Eds, Inductive logic programming, of , Springer
    • Rouveirol, C., & Ventos, V. (2000). Towards learning in CARIN-ALN. In J. Cussens & A. Frisch (Eds.), Inductive logic programming, vol. 1866 of Lecture Notes in Artificial Intelligence (pp. 191-208). Springer.
    • (2000) Lecture Notes in Artificial Intelligence , vol.1866 , pp. 191-208
    • Rouveirol, C.1    Ventos, V.2
  • 45
    • 0026107613 scopus 로고
    • Attributive concept descriptions with, complements
    • Schmidt-Schauss, M., & Smolka, G. (1991). Attributive concept descriptions with, complements. Artificial Intelligence, 48:1, 1-26.
    • (1991) Artificial Intelligence , vol.48 , Issue.1 , pp. 1-26
    • Schmidt-Schauss, M.1    Smolka, G.2
  • 46
    • 84947904538 scopus 로고    scopus 로고
    • A logic framework for the incremental inductive synthesis of datalog theories
    • N. Fuchs Ed, Proceedings of 7th International Workshop on Logic Program Synthesis and Transformation, of , Springer
    • Semeraro, G., Esposito, F., Malerba, D., Fanizzi, N., & Ferilli, S. (1998). A logic framework for the incremental inductive synthesis of datalog theories. In N. Fuchs (Ed.), Proceedings of 7th International Workshop on Logic Program Synthesis and Transformation, vol. .1463 of Lecture Notes in Computer Science (pp. 300-321). Springer.
    • (1998) Lecture Notes in Computer Science , vol.1463 , pp. 300-321
    • Semeraro, G.1    Esposito, F.2    Malerba, D.3    Fanizzi, N.4    Ferilli, S.5
  • 48
    • 84957642371 scopus 로고    scopus 로고
    • Weber, I. ( 1999). A declarative language bias for levelwise search of first-order regularities. In Z. Ras, & A. Skowron (Eds.), Foundations of intelligent systems, 1609 of Lecture Notes in Artificial Intelligence (pp. 253-26.1). Springer-Verlag.
    • Weber, I. ( 1999). A declarative language bias for levelwise search of first-order regularities. In Z. Ras, & A. Skowron (Eds.), Foundations of intelligent systems, vol. 1609 of Lecture Notes in Artificial Intelligence (pp. 253-26.1). Springer-Verlag.


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