An Extension of the Fuzzy Possibilistic Clustering Algorithm Using Type-2 Fuzzy Logic Techniques

Joint Authors

Valdez, Fevrier
Castillo, Oscar
Melin, Patricia
Rubio, Elid
Gonzalez, Claudia I.
Martinez, Gabriela

Source

Advances in Fuzzy Systems

Issue

Vol. 2017, Issue 2017 (31 Dec. 2017), pp.1-23, 23 p.

Publisher

Hindawi Publishing Corporation

Publication Date

2017-01-31

Country of Publication

Egypt

No. of Pages

23

Main Subjects

Mathematics

Abstract EN

In this work an extension of the Fuzzy Possibilistic C-Means (FPCM) algorithm using Type-2 Fuzzy Logic Techniques is presented, and this is done in order to improve the efficiency of FPCM algorithm.

With the purpose of observing the performance of the proposal against the Interval Type-2 Fuzzy C-Means algorithm, several experiments were made using both algorithms with well-known datasets, such as Wine, WDBC, Iris Flower, Ionosphere, Abalone, and Cover type.

In addition some experiments were performed using another set of test images to observe the behavior of both of the above-mentioned algorithms in image preprocessing.

Some comparisons are performed between the proposed algorithm and the Interval Type-2 Fuzzy C-Means (IT2FCM) algorithm to observe if the proposed approach has better performance than this algorithm.

American Psychological Association (APA)

Rubio, Elid& Castillo, Oscar& Valdez, Fevrier& Melin, Patricia& Gonzalez, Claudia I.& Martinez, Gabriela. 2017. An Extension of the Fuzzy Possibilistic Clustering Algorithm Using Type-2 Fuzzy Logic Techniques. Advances in Fuzzy Systems،Vol. 2017, no. 2017, pp.1-23.
https://search.emarefa.net/detail/BIM-1121824

Modern Language Association (MLA)

Rubio, Elid…[et al.]. An Extension of the Fuzzy Possibilistic Clustering Algorithm Using Type-2 Fuzzy Logic Techniques. Advances in Fuzzy Systems No. 2017 (2017), pp.1-23.
https://search.emarefa.net/detail/BIM-1121824

American Medical Association (AMA)

Rubio, Elid& Castillo, Oscar& Valdez, Fevrier& Melin, Patricia& Gonzalez, Claudia I.& Martinez, Gabriela. An Extension of the Fuzzy Possibilistic Clustering Algorithm Using Type-2 Fuzzy Logic Techniques. Advances in Fuzzy Systems. 2017. Vol. 2017, no. 2017, pp.1-23.
https://search.emarefa.net/detail/BIM-1121824

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references

Record ID

BIM-1121824