Information Retrieval Estimation Via Fuzzy Probability

Fuzzy logic has been recognized as a useful approach for information retrieval. It helps identify partially matched documents for a given query so that ranking the relevant documents becomes straightforward. Unfortunately, research on fuzzy information retrieval only focuses on the estimation of relevancy of the retrieved documents, but lacks the estimation of imprecise probability of obtaining such relevant documents. This paper makes an attempt to the latter. It extends the fuzzy probability (FP) calculation method proposed by Huang and Shi to an enhanced FP calculation method. Furthermore, it proposes a novel FP calculation method. An example is provided to illustrate the use of fuzzy probability estimation.

[1]  Shyi-Ming Chen,et al.  Document retrieval using knowledge-based fuzzy information retrieval techniques , 1995, IEEE Trans. Syst. Man Cybern..

[2]  László T. Kóczy,et al.  Fuzzy tolerance relations and relational maps applied to information retrieval , 2002, Fuzzy Sets Syst..

[3]  Ronald R. Yager,et al.  Decision making with fuzzy probability assessments , 1999, IEEE Trans. Fuzzy Syst..

[4]  László T. Kóczy,et al.  Hierarchical co-occurence relations , 1998, SMC'98 Conference Proceedings. 1998 IEEE International Conference on Systems, Man, and Cybernetics (Cat. No.98CH36218).

[5]  Sadaaki Miyamoto,et al.  Fuzzy Sets in Information Retrieval and Cluster Analysis , 1990, Theory and Decision Library.

[6]  Lotfi A. Zadeh,et al.  Fuzzy probabilities , 1996, Inf. Process. Manag..

[7]  Chongfu Huang,et al.  Some concepts and methods of information granule diffusion , 2005, 2005 IEEE International Conference on Granular Computing.

[8]  Dario Lucarella,et al.  FIRST: Fuzzy Information Retrieval SysTem , 1991, J. Inf. Sci..

[9]  Donald H. Kraft,et al.  Combining fuzzy clustering and fuzzy inferencing in information retrieval , 2000, Ninth IEEE International Conference on Fuzzy Systems. FUZZ- IEEE 2000 (Cat. No.00CH37063).

[10]  Huang Chongfu,et al.  Fuzzy risk and calculation , 1999, 18th International Conference of the North American Fuzzy Information Processing Society - NAFIPS (Cat. No.99TH8397).

[11]  Shyi-Ming Chen,et al.  A new method for fuzzy information retrieval based on fuzzy hierarchical clustering and fuzzy inference techniques , 2005, IEEE Transactions on Fuzzy Systems.