A decremental approach for mining frequent itemsets from uncertain data

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 5012 LNAI, Issue , 2008, Pages 64-75

  Chui, Chun Kit ^a   Kao, Ben ^a  

^a UNIVERSITY OF HONG KONG   (Hong Kong)

Author keywords

[No Author keywords available]

Indexed keywords

ADMINISTRATIVE DATA PROCESSING; DATA MINING; DECISION SUPPORT SYSTEMS; DYNAMIC POSITIONING; INFORMATION MANAGEMENT; KNOWLEDGE BASED SYSTEMS; KNOWLEDGE MANAGEMENT; MANAGEMENT INFORMATION SYSTEMS; MATHEMATICAL MODELS; MINING; PERCOLATION (SOLID STATE); POPULATION STATISTICS; RANDOM PROCESSES; SEARCH ENGINES; TRIMMING;

A-PRIORI; COMPUTATIONAL COSTS; DATA SETS; EXPERIMENTAL RESULTS; HEIDELBERG (CO); KNOWLEDGE DISCOVERY AND DATA MINING (KDD); MINING FREQUENT ITEMSETS; PROBABILISTIC MODEL (PM); SPRINGER (CO); STATISTICAL PROPERTIES; UNCERTAIN DATA;

PROBABILITY;

EID: 44649091207     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-68125-0_8     Document Type: Conference Paper

References (6)

1. Agrawal, R., Srikant, R.: Fast algorithms for mining association rules in large databases. In: Proc. of 20th ICDE, pp. 487-499. Morgan Kaufmann, San Francisco (1994)
2. Agrawal, R., Srikant, R.: Mining sequential patterns. In: Proc. of the 11th ICDE, pp. 3-14. IEEE Computer Society Press, Los Alamitos (1995)
3. Brossette, S.E., Sprague, A.P., Hardin, J.M., Jones, W.T., Moser, S.A.: Association rules and data mining in hospital infection control and public health surveillance. Journal of the American Medical Informatics Association, 373-381 (1998)
4. Chui, C.K., Kao, B., Hung, E.: Mining frequent itemsets from uncertain data. In: Zhou, Z.-H., Li, H., Yang, Q. (eds.) PAKDD 2007. LNCS (LNAI), vol. 4426, pp. 47-58. Springer, Heidelberg (2007)
5. Zimányi, E., Pirotte, A.: Imperfect information in relational databases. In: Uncertainty Management in Information Systems, pp. 35-88 (1996)
6. Bayardo Jr., R.J.: Efficiently mining long patterns from databases. In: Proc. of SIGMOD 1998, pp. 85-93. ACM Press, New York (1998)