PMID- 31448670
OWN - NLM
STAT- MEDLINE
DCOM- 20200921
LR  - 20200921
IS  - 1361-6536 (Electronic)
IS  - 0954-898X (Linking)
VI  - 30
IP  - 1-4
DP  - 2019 Feb-Nov
TI  - Automatic and heuristic complete design for ANFIS classifier.
PG  - 31-57
LID - 10.1080/0954898X.2019.1637953 [doi]
AB  - There is a variety of fuzzy classifiers, one of which is Adaptive Neuro-Fuzzy 
      Inference system (ANFIS) classifier. One of the main challenges in designing such 
      data classifiers is selection of effective and appropriate type and location of 
      membership functions and its training method to reduce the classification error. 
      In this paper, a new technique (based on intelligent methods) is presented and 
      implemented to select and locate the membership functions and simultaneous 
      training using a new method based on Inclined Planes System Optimization (IPO) to 
      minimize errors of an ANFIS classifier for the first time. The presented method 
      is evaluated for classification of data sets with different reference classes and 
      different length feature vectors, which have acceptable complexity. According to 
      the results of the research, the presented method has a higher level of accuracy 
      and efficiency in selecting the type and location of membership functions (based 
      on intelligent methods) and simultaneous training with IPO, compared to other 
      methods, such as particle swarm optimization, genetic algorithm, differential 
      evolution, and ACOR algorithms.
FAU - Soltany Mahboob, Amir
AU  - Soltany Mahboob A
AD  - Department of Electrical and Computer Engineering, University of Birjand, 
      Birjand, Iran.
FAU - Zahiri, Seyed Hamid
AU  - Zahiri SH
AD  - Department of Electrical and Computer Engineering, University of Birjand, 
      Birjand, Iran.
LA  - eng
PT  - Journal Article
DEP - 20190826
PL  - England
TA  - Network
JT  - Network (Bristol, England)
JID - 9431867
SB  - IM
MH  - *Fuzzy Logic
MH  - *Heuristics
MH  - *Neural Networks, Computer
MH  - *Pattern Recognition, Automated
OTO - NOTNLM
OT  - Adaptive Neuro-Fuzzy Inference System (ANFIS)
OT  - Inclined Planes System Optimization (IPO)
OT  - Pattern recognition
OT  - classification
OT  - membership functions
EDAT- 2019/08/27 06:00
MHDA- 2020/09/22 06:00
CRDT- 2019/08/27 06:00
PHST- 2019/08/27 06:00 [pubmed]
PHST- 2020/09/22 06:00 [medline]
PHST- 2019/08/27 06:00 [entrez]
AID - 10.1080/0954898X.2019.1637953 [doi]
PST - ppublish
SO  - Network. 2019 Feb-Nov;30(1-4):31-57. doi: 10.1080/0954898X.2019.1637953. Epub 
      2019 Aug 26.