Data-based adaptive computation technique
International Journal of Information and Communication Technology
Adaptive non-additive generalized fuzzy systems
Applied Soft Computing
Additive and nonadditive fuzzy hidden Markov models
IEEE Transactions on Fuzzy Systems
Load forecasting using wavelet fuzzy neural network
International Journal of Knowledge-based and Intelligent Engineering Systems
Estimation of fuzzy measures using covariance matrices in Gaussian mixtures
Applied Computational Intelligence and Soft Computing
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This paper presents the formulation of nonadditive generalized fuzzy model (GFM) by using the framework of the Gaussian mixture model, which provides the membership functions for the input fuzzy sets. By treating the consequent part as a function of fuzzy measures, we derive its coefficients. The defuzzified output constructed from both the premise and consequent parts of the GFM rules takes the form of Choquet integral. The computational burden involved with the solution of lambda-measure is mitigated using Q-measure. This nonadditive fuzzy model is applied on two benchmark applications, and the results are found to be better than those obtained from the additive fuzzy models.