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Volumn 36, Issue 3, 2006, Pages 660-671

A functional-dependencies-based Bayesian networks learning method and its application in a mobile commerce system

Author keywords

Bayesian network; Functional dependency; Mobile commerce; Probabilistic reasoning model; Relational database

Indexed keywords

DATABASE SYSTEMS; ELECTRONIC COMMERCE; MATHEMATICAL MODELS; PROBABILITY;

EID: 33744525456     PISSN: 10834419     EISSN: None     Source Type: Journal    
DOI: 10.1109/TSMCB.2005.862492     Document Type: Article
Times cited : (9)

References (57)
  • 2
    • 0030124955 scopus 로고    scopus 로고
    • "A guide to the literature on learning probabilistic networks from data"
    • Apr
    • W. L. Buntine, "A guide to the literature on learning probabilistic networks from data," IEEE Trans. Knowl. Data Eng., vol. 8, no. 2, pp. 195-210, Apr. 1996.
    • (1996) IEEE Trans. Knowl. Data Eng. , vol.8 , Issue.2 , pp. 195-210
    • Buntine, W.L.1
  • 3
    • 0003846041 scopus 로고
    • "A tutorial on learning with Bayesian networks"
    • Redmond, WA, MSR-TR-95-06
    • D. Heckerman, "A tutorial on learning with Bayesian networks," Microsoft Res., Adv. Technol. Div., Redmond, WA, MSR-TR-95-06, 1995.
    • (1995) Microsoft Res., Adv. Technol. Div.
    • Heckerman, D.1
  • 5
    • 0036567524 scopus 로고    scopus 로고
    • "Learning Bayesian network from data: An information-theory based approached"
    • May
    • J. Cheng, R. Greiner, J. Kelly, D. Bell, and W. Liu, "Learning Bayesian network from data: An information-theory based approached," Artif. Intell., vol. 137, no. 1/2, pp. 43-90, May 2002.
    • (2002) Artif. Intell. , vol.137 , Issue.1-2 , pp. 43-90
    • Cheng, J.1    Greiner, R.2    Kelly, J.3    Bell, D.4    Liu, W.5
  • 6
    • 34249832377 scopus 로고
    • "A Bayesian method for the induction of probabilistic networks from data"
    • Oct
    • G. Cooper and E. Herskovits, "A Bayesian method for the induction of probabilistic networks from data," Mach. Learn., vol. 9, no. 4, pp. 309-347, Oct. 1992.
    • (1992) Mach. Learn. , vol.9 , Issue.4 , pp. 309-347
    • Cooper, G.1    Herskovits, E.2
  • 7
    • 0031220439 scopus 로고    scopus 로고
    • "An extended relational data model for probabilistic reasoning"
    • Sep./Oct
    • S. K. M. Wong, "An extended relational data model for probabilistic reasoning," J. Intell. Inf. Syst., vol. 9, no. 2, pp. 181-202, Sep./ Oct. 1997.
    • (1997) J. Intell. Inf. Syst. , vol.9 , Issue.2 , pp. 181-202
    • Wong, S.K.M.1
  • 9
    • 0034313525 scopus 로고    scopus 로고
    • "On the implication problem for probabilistic conditional independence"
    • Nov
    • S. K. M. Wong, C. J. Butz, and D. Wu, "On the implication problem for probabilistic conditional independence," IEEE Trans. Syst., Man, Cybern. A, Syst., Humans, vol. 30, no. 6, pp. 785-805, Nov. 2000.
    • (2000) IEEE Trans. Syst., Man, Cybern. A, Syst., Humans , vol.30 , Issue.6 , pp. 785-805
    • Wong, S.K.M.1    Butz, C.J.2    Wu, D.3
  • 10
    • 0008572118 scopus 로고
    • "Application of a realtime control strategy for Bayesian belief networks to ship classification problem solving"
    • S. A. Musman, L. W. Chang, and L. B. Booker, "Application of a realtime control strategy for Bayesian belief networks to ship classification problem solving," Int. J. Pattern Recogn. Artif. Intell., vol. 7, no. 3, pp. 513-526, 1993.
    • (1993) Int. J. Pattern Recogn. Artif. Intell. , vol.7 , Issue.3 , pp. 513-526
    • Musman, S.A.1    Chang, L.W.2    Booker, L.B.3
  • 11
    • 0029732108 scopus 로고    scopus 로고
    • "Image interpretation using Bayesian networks"
    • Jan
    • V. P. Kumar and U. B. Desai, "Image interpretation using Bayesian networks," IEEE Trans. Pattern Anal. Mach. Intell., vol. 18, no. 1, pp. 74-77, Jan. 1996.
    • (1996) IEEE Trans. Pattern Anal. Mach. Intell. , vol.18 , Issue.1 , pp. 74-77
    • Kumar, V.P.1    Desai, U.B.2
  • 12
    • 0002899365 scopus 로고
    • "ARCO1: An application of belief networks to the oil market"
    • Los Angeles, CA
    • B. Abramson, "ARCO1: An application of belief networks to the oil market," in Proc. 7th Conf. Uncertainty Artificial Intelligence, Los Angeles, CA, 1991, pp. 1-8.
    • (1991) Proc. 7th Conf. Uncertainty Artificial Intelligence , pp. 1-8
    • Abramson, B.1
  • 14
    • 0028391713 scopus 로고
    • "The design of belief network-based systems for price forecasting"
    • Mar
    • B. Abramson, "The design of belief network-based systems for price forecasting," Comput. Electr. Eng., vol. 20, no. 2, pp. 163-180, Mar. 1994.
    • (1994) Comput. Electr. Eng. , vol.20 , Issue.2 , pp. 163-180
    • Abramson, B.1
  • 15
    • 0029273441 scopus 로고
    • "Applying Bayesian networks to information retrieval"
    • Mar
    • R. Fung and B. Del Favero, "Applying Bayesian networks to information retrieval," Commun. ACM, vol. 38, no. 3, pp. 42-48, Mar. 1995.
    • (1995) Commun. ACM , vol.38 , Issue.3 , pp. 42-48
    • Fung, R.1    Del Favero, B.2
  • 16
    • 0012053189 scopus 로고    scopus 로고
    • "A Bayesian approach to user profiling in information retrieval"
    • S. K. M. Wong and C. J. Butz, "A Bayesian approach to user profiling in information retrieval," Technol. Lett., vol. 4, no. 1, pp. 50-56, 2000.
    • (2000) Technol. Lett. , vol.4 , Issue.1 , pp. 50-56
    • Wong, S.K.M.1    Butz, C.J.2
  • 18
    • 3042815198 scopus 로고    scopus 로고
    • "Bayesian networks and information retrieval: An introduction to the special issue"
    • Sep
    • L. M. de Campos, J. M. Fernández-Luna, and J. F. Huete, "Bayesian networks and information retrieval: An introduction to the special issue," Inf. Process. Manage., vol. 40, no. 5, pp. 727-733, Sep. 2004.
    • (2004) Inf. Process. Manage. , vol.40 , Issue.5 , pp. 727-733
    • de Campos, L.M.1    Fernández-Luna, J.M.2    Huete, J.F.3
  • 19
    • 0026636089 scopus 로고
    • "Toward normative expert systems - I: The PATHFINDER project"
    • Jun
    • D. Heckerman, J. Breese, and B. Nathwani, "Toward normative expert systems - I: The PATHFINDER project," Methods Inf. Med., vol. 31, no. 2, pp. 90-105, Jun. 1992.
    • (1992) Methods Inf. Med. , vol.31 , Issue.2 , pp. 90-105
    • Heckerman, D.1    Breese, J.2    Nathwani, B.3
  • 20
    • 0034215972 scopus 로고    scopus 로고
    • "Constructing Bayesian networks for medical diagnosis from incomplete and partially correct statistics"
    • Jul./Aug
    • D. Nikovski, "Constructing Bayesian networks for medical diagnosis from incomplete and partially correct statistics," IEEE Trans. Knowl. Data Eng., vol. 12, no. 4, pp. 509-516, Jul./Aug. 2000.
    • (2000) IEEE Trans. Knowl. Data Eng. , vol.12 , Issue.4 , pp. 509-516
    • Nikovski, D.1
  • 21
    • 2442601796 scopus 로고    scopus 로고
    • "Wireless I: Mobile and wireless information systems: Applications, networks, and research problems"
    • Aug
    • U. Varshney, "Wireless I: Mobile and wireless information systems: Applications, networks, and research problems," Commun. AIS, vol. 12, pp. 155-166, Aug. 2003.
    • (2003) Commun. AIS , vol.12 , pp. 155-166
    • Varshney, U.1
  • 22
    • 23144441186 scopus 로고    scopus 로고
    • "Mobile commerce: Opportunities and challenges"
    • Dec
    • A. Urbaczewski, J. S. Valacich, and L. M. Jessup, "Mobile commerce: Opportunities and challenges," Commun. ACM, vol. 46, no. 12, pp. 30-32, Dec. 2003.
    • (2003) Commun. ACM , vol.46 , Issue.12 , pp. 30-32
    • Urbaczewski, A.1    Valacich, J.S.2    Jessup, L.M.3
  • 23
    • 9244224595 scopus 로고    scopus 로고
    • "Delivery of personalized and adaptive content to mobile devices: A framework and enabling technology"
    • Aug
    • D. S. Zhang, "Delivery of personalized and adaptive content to mobile devices: A framework and enabling technology," Commun. AIS, vol. 12, pp. 183-202, Aug. 2003.
    • (2003) Commun. AIS , vol.12 , pp. 183-202
    • Zhang, D.S.1
  • 24
    • 33744525433 scopus 로고    scopus 로고
    • "A Bayesian network-based framework for personalization in mobile commerce applications"
    • Apr
    • S. S. Liao, Q. D. Li, and D. J. Xu, "A Bayesian network-based framework for personalization in mobile commerce applications," Commun. AIS, vol. 15, pp. 494-511, Apr. 2005.
    • (2005) Commun. AIS , vol.15 , pp. 494-511
    • Liao, S.S.1    Li, Q.D.2    Xu, D.J.3
  • 25
    • 0028482006 scopus 로고
    • "Learning Bayesian belief networks - An approach based on the MDL principle"
    • W. Lam and F. Bacchus, "Learning Bayesian belief networks - An approach based on the MDL principle," Comput. Intell., vol. 10, no. 4, pp. 269-293, 1994.
    • (1994) Comput. Intell. , vol.10 , Issue.4 , pp. 269-293
    • Lam, W.1    Bacchus, F.2
  • 26
    • 0033076357 scopus 로고    scopus 로고
    • "Using evolutionary programming and minimum description length principle for data mining of Bayesian networks"
    • Feb
    • M. L. Wong, W. Lam, and K. S. Leung, "Using evolutionary programming and minimum description length principle for data mining of Bayesian networks," IEEE Trans. Pattern Anal. Mach. Intell., vol. 21, no. 2, pp. 174-178, Feb. 1999.
    • (1999) IEEE Trans. Pattern Anal. Mach. Intell. , vol.21 , Issue.2 , pp. 174-178
    • Wong, M.L.1    Lam, W.2    Leung, K.S.3
  • 27
    • 0030245966 scopus 로고    scopus 로고
    • "Structural learning of Bayesian network by genetic algorithms: A performance analysis of control parameters"
    • Sep
    • P. Larrañaga, M. Poza, Y. Yurramendi, R. Murga, and C. Kuijpers, "Structural learning of Bayesian network by genetic algorithms: A performance analysis of control parameters," IEEE Trans. Pattern Anal. Mach. Intell., vol. 18, no. 9, pp. 912-926, Sep. 1996.
    • (1996) IEEE Trans. Pattern Anal. Mach. Intell. , vol.18 , Issue.9 , pp. 912-926
    • Larrañaga, P.1    Poza, M.2    Yurramendi, Y.3    Murga, R.4    Kuijpers, C.5
  • 28
    • 0013268908 scopus 로고    scopus 로고
    • "A branch-and-bound algorithm for MDL learning Bayesian networks"
    • C. Boutilier and M. Goldszmidt, Eds., San Francisco, CA, Jun./Jul
    • J. Tian, "A branch-and-bound algorithm for MDL learning Bayesian networks," in Proc. 16th Conf. Uncertainty Artificial Intelligence, C. Boutilier and M. Goldszmidt, Eds., San Francisco, CA, Jun./Jul. 2000, pp. 580-588.
    • (2000) Proc. 16th Conf. Uncertainty Artificial Intelligence , pp. 580-588
    • Tian, J.1
  • 29
    • 34249761849 scopus 로고
    • "Learning Bayesian networks: The combination of knowledge and statistical data"
    • Sep
    • D. Heckerman, D. Geiger, and D. M. Chickering, "Learning Bayesian networks: The combination of knowledge and statistical data," Mach. Learn., vol. 20, no. 3, pp. 197-243, Sep. 1995.
    • (1995) Mach. Learn. , vol.20 , Issue.3 , pp. 197-243
    • Heckerman, D.1    Geiger, D.2    Chickering, D.M.3
  • 30
    • 0003846047 scopus 로고
    • "Learning Bayesian network is NP-Hard"
    • Microsoft Res., Redmond, WA, MSR-TR-94-17
    • D. M. Chickering, D. Geiger, and D. Heckerman, "Learning Bayesian network is NP-Hard," Microsoft Res., Redmond, WA, MSR-TR-94-17, 1994.
    • (1994)
    • Chickering, D.M.1    Geiger, D.2    Heckerman, D.3
  • 31
    • 0001019707 scopus 로고    scopus 로고
    • "Learning Bayesian networks is NP-complete"
    • V, D. Fisher and H. Lenz, Eds. New York: Springer-Verlag
    • D. M. Chickering, "Learning Bayesian networks is NP-complete," in Learning from Data: Artificial Intelligence and Statistics V, D. Fisher and H. Lenz, Eds. New York: Springer-Verlag, 1996, pp. 121-130.
    • (1996) Learning from Data: Artificial Intelligence and Statistics , pp. 121-130
    • Chickering, D.M.1
  • 32
    • 33744519663 scopus 로고    scopus 로고
    • "Large-sample learning of Bayesian networks is NP-hard"
    • Microsoft Res., Redmond, WA, MSR-TR-2003-17
    • D. M. Chickering, C. Meek, and D. Heckerman, "Large-sample learning of Bayesian networks is NP-hard," Microsoft Res., Redmond, WA, MSR-TR-2003-17, 2003.
    • (2003)
    • Chickering, D.M.1    Meek, C.2    Heckerman, D.3
  • 34
    • 84982403902 scopus 로고
    • "Constructor: A system for the induction of probabilistic models"
    • Boston, MA
    • R. M. Fung and S. L. Crawford, "Constructor: A system for the induction of probabilistic models," in Proc. 7th Nat. Conf. Artificial Intelligence, Boston, MA, 1990, pp. 762-769.
    • (1990) Proc. 7th Nat. Conf. Artificial Intelligence , pp. 762-769
    • Fung, R.M.1    Crawford, S.L.2
  • 35
    • 0242397555 scopus 로고    scopus 로고
    • "Constraint-based structural learning in Bayesian networks using finite data sets"
    • Ph.D. dissertation, Dept. Comput. Sci., Technical Univ. Munich, Munich, Germany
    • H. Steck, "Constraint-based structural learning in Bayesian networks using finite data sets," Ph.D. dissertation, Dept. Comput. Sci., Technical Univ. Munich, Munich, Germany, 2001.
    • (2001)
    • Steck, H.1
  • 36
    • 0034174383 scopus 로고    scopus 로고
    • "A new approach for learning belief networks using independence criteria"
    • Apr
    • L. M. de Campos and J. F. Huete, "A new approach for learning belief networks using independence criteria," Int. J. Approx. Reason., vol. 24, no. 1, pp. 11-37, Apr. 2000.
    • (2000) Int. J. Approx. Reason. , vol.24 , Issue.1 , pp. 11-37
    • de Campos, L.M.1    Huete, J.F.2
  • 37
    • 0002753068 scopus 로고
    • "Causal inference and causal explanation with background knowledge"
    • Montreal, Canada
    • C. Meek, "Causal inference and causal explanation with background knowledge," in Proc. 11th Conf. Uncertainty Artificial Intelligence, Montreal, Canada, 1995, pp. 403-410.
    • (1995) Proc. 11th Conf. Uncertainty Artificial Intelligence , pp. 403-410
    • Meek, C.1
  • 38
    • 0001775899 scopus 로고
    • "An algorithm for deciding if a set of observed independencies has a causal explanation"
    • Stanford, CA
    • T. S. Verma and J. Pearl, "An algorithm for deciding if a set of observed independencies has a causal explanation," in Proc. 8th Int. Conf. Uncertainty Artificial Intelligence, Stanford, CA, 1992, pp. 323-330.
    • (1992) Proc. 8th Int. Conf. Uncertainty Artificial Intelligence , pp. 323-330
    • Verma, T.S.1    Pearl, J.2
  • 39
    • 0000243504 scopus 로고
    • "Graphical and recursive models for contingence tables"
    • N. Wermuth and S. Lauritzen, "Graphical and recursive models for contingence tables," Biometrika, vol. 72, pp. 537-552, 1983.
    • (1983) Biometrika , vol.72 , pp. 537-552
    • Wermuth, N.1    Lauritzen, S.2
  • 40
    • 4444383943 scopus 로고    scopus 로고
    • "An efficient data mining method for learning Bayesian networks using an evolutionary algorithm-based hybrid approach"
    • Aug
    • M. L. Wong and K. S. Leung, "An efficient data mining method for learning Bayesian networks using an evolutionary algorithm-based hybrid approach," IEEE Trans. Evol. Comput., vol. 8, no. 4, pp. 378-404, Aug. 2004.
    • (2004) IEEE Trans. Evol. Comput. , vol.8 , Issue.4 , pp. 378-404
    • Wong, M.L.1    Leung, K.S.2
  • 43
    • 84901423427 scopus 로고    scopus 로고
    • "A hybrid approach to learn Bayesian networks using evolutionary programming"
    • Honolulu, HI
    • M. L. Wong, S. Y. Lee, and K. S. Leung, "A hybrid approach to learn Bayesian networks using evolutionary programming," in Proc. Congr. Evolutionary Computation, Honolulu, HI, 2002, pp. 1314-1319.
    • (2002) Proc. Congr. Evolutionary Computation , pp. 1314-1319
    • Wong, M.L.1    Lee, S.Y.2    Leung, K.S.3
  • 44
    • 0001173999 scopus 로고
    • "Construction of Bayesian network structures from data: A brief survey and an efficient algorithm"
    • Feb
    • M. Singh and M. Valtorta, "Construction of Bayesian network structures from data: A brief survey and an efficient algorithm," Int. J. Approx. Reason., vol. 12, no. 2, pp. 111-131, Feb. 1995.
    • (1995) Int. J. Approx. Reason. , vol.12 , Issue.2 , pp. 111-131
    • Singh, M.1    Valtorta, M.2
  • 45
    • 0002516745 scopus 로고    scopus 로고
    • "A hybrid anytime algorithm for the construction of causal models from sparse data"
    • Stockholm, Sweden
    • D. Dash and M. Druzdzel, "A hybrid anytime algorithm for the construction of causal models from sparse data," in Proc. 15th Conf. Uncertainty Artificial Intelligence, Stockholm, Sweden, 1999, pp. 142-149.
    • (1999) Proc. 15th Conf. Uncertainty Artificial Intelligence , pp. 142-149
    • Dash, D.1    Druzdzel, M.2
  • 46
    • 0001006209 scopus 로고
    • "Local computations with probabilities on graphical structures and their application to expert systems"
    • S. Lauritzen and D. Spiegelhalter, "Local computations with probabilities on graphical structures and their application to expert systems," J. R. Stat. Soc., B, vol. 50, no. 2, pp. 157-224, 1988.
    • (1988) J. R. Stat. Soc., B , vol.50 , Issue.2 , pp. 157-224
    • Lauritzen, S.1    Spiegelhalter, D.2
  • 47
    • 58049114531 scopus 로고    scopus 로고
    • "Learning statistical models from relational data"
    • Austin, TX, Jul. 31, [Online]. Available:
    • "Learning statistical models from relational data," in Proc. AAAI Workshop, Austin, TX, Jul. 31, 2000. [Online]. Available: http://ai.stanford.edu/srl/workshop.html
    • (2000) Proc. AAAI Workshop
  • 48
    • 0037258386 scopus 로고    scopus 로고
    • "Fuzzy functional dependencies and Bayesian networks"
    • Jan
    • W. Y. Liu and N. Song, "Fuzzy functional dependencies and Bayesian networks," J. Comput. Sci. Technol., vol. 18, no. 1, pp. 56-66, Jan. 2003.
    • (2003) J. Comput. Sci. Technol. , vol.18 , Issue.1 , pp. 56-66
    • Liu, W.Y.1    Song, N.2
  • 49
    • 0020782108 scopus 로고
    • "On the desirability of acyclic database schemes"
    • Jul
    • C. Beeri, R. Fagin, D. Maier, and M. Yannakakis, "On the desirability of acyclic database schemes," J. Assoc. Comput. Mach., vol. 30, no. 3, pp. 479-513, Jul. 1983.
    • (1983) J. Assoc. Comput. Mach. , vol.30 , Issue.3 , pp. 479-513
    • Beeri, C.1    Fagin, R.2    Maier, D.3    Yannakakis, M.4
  • 53
    • 6344227714 scopus 로고    scopus 로고
    • Beijing, China: Science Press
    • W. Y. Liu and W. Tian, Data Model, Beijing, China: Science Press, 2001.
    • (2001) Data Model
    • Liu, W.Y.1    Tian, W.2
  • 54
    • 84976827291 scopus 로고
    • "Closures of database hypergraphs"
    • Oct
    • D. Sacca, "Closures of database hypergraphs," J. Assoc. Comput. Mach., vol. 32, no. 4, pp. 774-803, Oct. 1985.
    • (1985) J. Assoc. Comput. Mach. , vol.32 , Issue.4 , pp. 774-803
    • Sacca, D.1
  • 56
    • 33744542347 scopus 로고    scopus 로고
    • Hugin Expert A/S, [Online]. Available:
    • Hugin Expert A/S, (2004). [Online]. Available: http://www.hugin.com/ Products_Services/Products/Demo/Lite/
    • (2004)


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