A reinforced fuzzy ARTMAP model for data classification

Pourpanah, Farhad1; Lim, Chee Peng2; Hao, Qi1

2019-07

10.1007/s13042-018-0843-4

International Journal of Machine Learning and Cybernetics   影响因子和分区

1868-8071

1868-808X

This paper presents a hybrid model consisting of fuzzy ARTMAP (FAM) and reinforcement learning (RL) for tackling data classification problems. RL is used as a feedback mechanism to reward the prototype nodes of data samples established by FAM. Specifically, Q-learning is adopted to develop the hybrid model known as QFAM. A Q-value is assigned to each prototype node, which is updated incrementally based on the prediction accuracy of the node pertaining to each data sample. To evaluate the performance of the proposed QFAM model, a series of experiments with benchmark problems and a real-world case study, i.e., human motion recognition, are conducted. The bootstrap method is used to quantify the results with the 95% confidence interval estimates. The results are also compared with those from FAM as well as other models reported in the literature. The outcomes indicate the effectiveness of QFAM in tackling data classification tasks.

Data classification Fuzzy ARTMAP Reinforcement learning Q-learning

SCI ; EI

英语

第一 ; 通讯

National Natural Science Foundation of China[6177319]

Computer Science

Computer Science, Artificial Intelligence

WOS:000472062000006

SPRINGER HEIDELBERG

20192507055828

Benchmarking ; Classification (of information) ; Machine learning ; Motion estimation

Information Theory and Signal Processing:716.1 ; Artificial Intelligence:723.4

Web of Science

1.Southern Univ Sci & Technol, Sch Comp Sci & Engn, Shenzhen, Peoples R China
2.Deakin Univ, Inst Intelligent Syst Res & Innovat, Waurn Ponds, Australia

Pourpanah, Farhad,Lim, Chee Peng,Hao, Qi. A reinforced fuzzy ARTMAP model for data classification[J]. International Journal of Machine Learning and Cybernetics,2019,10(7):1643-1655.

Pourpanah, Farhad,Lim, Chee Peng,&Hao, Qi.(2019).A reinforced fuzzy ARTMAP model for data classification.International Journal of Machine Learning and Cybernetics,10(7),1643-1655.

Pourpanah, Farhad,et al."A reinforced fuzzy ARTMAP model for data classification".International Journal of Machine Learning and Cybernetics 10.7(2019):1643-1655.