| Title of paper:
|
Intuitionistic fuzzy versions of K-NN method and their application to respiratory distress syndrome detection
|
| Author(s):
|
| Stefan Hadjitodorov
|
| Department of Biomedical Informatics, Central Laboratory of Biomedical Engineering, Bulgarian Academy of Sciences, Acad. G. Bonchev Str. bl.105, 1113 Sofia, Bulgaria
|
|
|
|
| Published in:
|
"Notes on Intuitionistic Fuzzy Sets", Volume 4 (1998) Number 4, pages 62—67
|
| Download:
|
 PDF (3484 Kb, File info)
|
| Abstract:
|
Intuitionistic fuzzy versions of one of the basic statistical nonparametrical methods, the K-NN method, are proposed. The inclusion of fuzzy information is made through modification of the distances by means of the pattern degrees of membership and nonmembership to the classes to which the reference pattern belongs. Thus for each of the labeled samples its typicalness and nontypicalness are taken into consideration. The versions are applied to Respiratory Distress Syndrome (RDS) detection.
|
| Keywords:
|
Pattern recognition; Fuzzy classification; Intuitionistic fuzzy sets; Fuzzy K-NN; Respiratory Distress Syndrome (RDS) detection.
|
| References:
|
- J.C. Bezdek, S.K. Chuali and D.Leep, Generalized K-Nearest Neighbor Rules, Fuzzy Sets and Systems 18 (1986) 237-256.
- A.F. Blishun, Comparative Analysis of Methods for Fuzziness Measuring, Ann. USSR Acad. Sci. Techn. Cyber. 5 (1988) 152-175, (in Russian).
- D.Cabello, S.Barro, J.M. Salceda, R. Ruiz and J. Mira. Fuzzy K-Nearest Neiahbor Classifiers for Ventricular Arrhythmia Detection, Int. J. Bio-Medical Computing 27 (1991) 77-93.
- W.J. Dixon, BMDP: Biomedical Computer Programs. P-series (Univ. of Calif. Press, Los Angeles, 1977).
- K. Fukunaga, Introduction to Statistical Pattern Recognition, (Nauka, Moscow, 1979), (in Russian).
- K. Fukunaga and LD. Hostetler, K-Nearest Neighbor Pattern Classification, IEEE Trans. Inf. Theory, 21 (1975) 285-293.
- ST. Hadjitodorov, A Fuzzy Method for Pattern Classification, Avtomatika, Izchislitelna Technika i Avtomatizirany Systemy 4 (1987) 8-11, (in Bulgarian).
- B. Hussien, R. McLaren and S. Bleha, An Application of Fuzzy Algorithms in a Computer Access Security System, Pattern Recognition Letters 9 (1989) 39-43.
- A. Jousselin and B. Dubuisson, A Link between K-NN rules and Knowledge Based Systems by Sequence Analysis, Pattern Recognition Letters 6 (1987) 287-295.
- A.A. Jozwik, A Learning Scheme for a Fuzzy K-NN Rule, Pattern Recognition Letters 1 (1983) 287-289.
- J.M. Keller, M.R. Gray and J.A. Givens , Fuzzy K -Nearest Neighbor Algorithm, IEEE Trans, on Systems, Man and Cyber, SMC 15 (1985) 580-585.
- 12.J.M. Keller and J.A. Givens, Membership Function Issues in Fuzzy Pattern Recognition, in: Proc Int.Conf.on Cybernetics and Society, (USA, Arizona, 1985) 210-214.
- 13.V.T. Kissiov and ST. Hadjitodorov, The K-NN Method by Fuzzy Description of the Classes, Avtomatika, Izchislitelna Technika i Avtomatizirany Systemy 3 (1988) 5 -7, (in Bulgarian).
- VT. Kissiov and S. Hadjitodorov, A Fuzzy version of the K-NN Method, Fuzzy Sets and Systems 49, (1992) 323-329.
- K. Atanassov, Intuitionistic fuzzy sets, Fuzzy Sets and systems 20,(1986), 87-96.
- K. Atanassov, More on intuitionistic fuzzy sets, Fuzzy Sets and systems 33,(1989), 37-46.
- Hadjitodorov, S. An intuitionistic fuzzy sets application to the K-NN method. Notes of Intuitionistic Fuzzy Sets, vol 1, No 1,1995, 66-69.
|
| Citations:
|
The list of publications, citing this article may be empty or incomplete. If you can provide relevant data, please, write on the talk page.
|
|
