Building classification rules for case-based classifier using fuzzy sets and formal concept analysis

5th International Conference on Soft Computing as Transdisciplinary Science and Technology, CSTST '08 - Proceedings

Volumn , Issue , 2008, Pages 13-18

  Tadrat, Jirapond ^a   Boonjing, Veera ^a   Pattaraintakorn, Puntip ^a  

^a KING MONGKUT'S INSTITUTE OF TECHNOLOGY LADKRABANG   (Thailand)

Author keywords

Case based classifier; Concept lattice; Formal concept analysis; Fuzzy sets; Knowledge acquisition

Indexed keywords

BENCHMARK DATA; BINARY ATTRIBUTES; CLASSIFICATION PRECISION; CLASSIFICATION RULES; CLASSIFIER SYSTEMS; CONCEPT LATTICES; FORMAL CONCEPT ANALYSIS; KNOWLEDGE BASE; TRAINING DATA;

CLASSIFICATION (OF INFORMATION); CLASSIFIERS; FUZZY LOGIC; FUZZY SETS; KNOWLEDGE ACQUISITION; KNOWLEDGE BASED SYSTEMS; SOFT COMPUTING;

FUZZY SET THEORY;

EID: 77951572398     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1456223.1456230     Document Type: Conference Paper

References (20)

1. A. Asuncion, D.J. Newman, UCI Machine Learning Repository http://www.ics.uci.edu/~mlearn/MLRepository. html], Irvine, CA: University of California, School of Information and Computer Science, 2007.
2. A. Aamodt, E. Plaza, "Case-Based Reasoning: Foundational Issues, Methodological Variations, and System Approaches", J. AI Communication, Vol. 7, 1994, pp.39-59.
3. A. Gupta, N. Kumar, and V. Bhatnager, "Incremental classification rules based on association rules using formal concept analysis", LNAI 3587, Berlin: Springer, 2005, pp.11-20.
4. B. Ganter and R. Wille, "Applied Lattice Theory: Formal Concept: Analysis", Institute for Algebra, TU Dresden, Germany, 1997.
5. D. Belen and A. Pedro, "Formal Concept Analysis as a support technique for CBR". Int. J. in Knowledge-based Systems, 2001, pp. 163-172.
6. F.P. Pach, A. Gyenesei and I. Abonyi, "Compact fuzzy association rule-based classifier", Expert systems with Application, Vol.34, 2008, pp.2406-2416.
7. th IEEE International Conference on Tools with Artificial Intelligence, Toulouse, France, 1996, pp.1-10.
8. J. Tadrat, V. Boonjing, P. Pattaraintakorn, "A Hybrid Case Based Reasoning System Using Fuzzy-Rough Sets and Formal Concept Analysis". The 4th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD'07), Haikou, China, Aug 24-27, 2007, pp.426-429.
9. K.M. Luke, M.G. Kalyan, and W.A. David, "Case-based collective classification", 20th International FLAIRS Conference (FLAIRS-20), 2007, pp.399-404.
10. Kolodner, J., Case-Based Reasoning, 1st edn. Morgan Kaufmann, 1993, USA.
11. L.A Zadeh, "Fuzzy sets", Information control 8, 1965, pp.338-353.
12. M. Sahami, "Learning classification rules using lattices", Proceedings of the Eighth European Conference on Machine Learning (ECML-95), Springer-Verlag, Berlin, Germany, 1995, pp.343-346.
13. M. Salamo, and E. Golobardes, "BASTIAN : incorporating the rough sets theory into a case-based classifier system", In III Congres Catala d'Intelligéncia Artificial (CCIA'00), Barcelona, Spain, 2000, pp. 1-10.
14. M. Salamo, E Golobardes, "Weighting Methods for a Case-Based Classifier System", Proc. of the IEEE Learning'00, 2000.
15. nd end., Addison-Wesley (2005).
16. N. Xiong, L. Litz and H. Ressom, "Learning premises of fuzzy rules for knowledge acquisition in classification problems", Knowledge and Information Systems, Vol.4(1), Springer-Verlag New York, NY, USA, 2002, pp.96-111.
17. R.Wille, "Formal Concept Analysis as Mathematical Theory of Concepts and Concept Hierarchies", Formal Concept Analysis: Foundations and Applications, LNAI 3626, Berlin: Springer, 2005, pp.1-33.
18. S.M. Fakhrahmd, A. Zare, and M.Z. Jahromi, "Constructing accurate fuzzy rule-based classification system using Apriori principles and rule-weighting", LNCS 4881, Berlin: Springer, 2007, pp. 547-556.
19. U Priss, "Formal concept analysis in information science", Annual Review of Information Science and Technology, Vol.40, 2006, pp. 521-543.
20. Y. Wang and L. Ming, "Classification rule acquisition based on extended concept lattice", LNCS 4688, Berlin: Springer, 2007, pp. 571-578.