A new approach to fuzzy-rough nearest neighbour classification

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

Volumn 5306 LNAI, Issue , 2008, Pages 310-319

  Jensen, Richard ^a   Cornelis, Chris ^b  

^a ABERYSTWYTH UNIVERSITY   (United Kingdom)

^b GHENT UNIVERSITY   (Belgium)

Author keywords

[No Author keywords available]

Indexed keywords

ROUGH SET THEORY;

CLASSIFICATION ALGORITHM; DECISION CLASS; EXPERIMENTAL ANALYSIS; FUZZY ROUGH APPROXIMATION; LOWER AND UPPER APPROXIMATIONS; NEAREST NEIGHBOUR; NEW APPROACHES; TEST INSTANCES;

APPROXIMATION ALGORITHMS;

EID: 57049101705     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-88425-5_32     Document Type: Conference Paper

References (12)

1. Bian, H., Mazlack, L.: Fuzzy-Rough Nearest-Neighbor Classification Approach. In: Proceeding of the 22nd International Conference of the North American Fuzzy Information Processing Society (NAFIPS), pp. 500-505 (2003)
2. Blake, C.L., Merz, C.J.: UCI Repository of machine learning databases. Irvine, University of California (1998), http://archive.ics.uci.edu/ml/
3. Cornelis, C., De Cock, M., Radzikowska, A.M.: Vaguely Quantified Rough Sets. In: An, A., Stefanowski, J., Ramanna, S., Butz, C.J., Pedrycz, W., Wang, G. (eds.) RSFDGrC 2007. LNCS (LNAI), vol. 4482. pp. 87-94. Springer, Heidelberg (2007)
4. Cornelis, C., De Cock, M., Radzikowska, A.M.: Fuzzy Rough Sets: from Theory into Practice. In: Pedrycz, W., Skowron, A., Kreinovich, V. (eds.) Handbook of Granular Computing. Wiley, Chichester (2008)
5. Cornelis, C., Hurtado Martín, G., Jensen, R., Slezak, D.: Feature Selection with Fuzzy Decision Reducts. In: Proceedings of 3rd International Conference on Rough Sets and Knowledge Technology (RSKT2008) (2008)
6. Duda, R., Hart, P.: Pattern Classification and Scene Analysis. Wiley, New York (1973)
7. Jensen, R., Shen, Q.: Fuzzy-Rough Sets Assisted Attribute Selection. IEEE Transactions on Fuzzy Systems 15(1), 73-89 (2007)
8. Keller, J.M., Gray, M.R., Givens, J.A.: A fuzzy K-nearest neighbor algorithm. IEEE Trans. Systems Man Cybernet. 15(4), 580-585 (1985)
9. Pawlak, Z.: Rough Sets: Theoretical Aspects of Reasoning About Data. Kluwer Academic Publishing, Dordrecht (1991)
10. Radzikowska, A.M., Kerre, E.E.: A comparative study of fuzzy rough sets. Fuzzy Sets and Systems 126(2), 137-155 (2002)
11. Sarkar, M.: Fuzzy-Rough nearest neighbors algorithm. Fuzzy Sets and Systems 158, 2123-2152 (2007)
12. Wang, X., Yang, J., Teng, X., Peng, N.: Fuzzy-Rough Set Based Nearest Neighbor Clustering Classification Algorithm. In: Wang, L., Jin, Y. (eds.) FSKD 2005. LNCS (LNAI), vol. 3613, pp. 370-373. Springer, Heidelberg (2005)