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Transfer learning based method, which utilizes plenty labeled data in the source domain to build an accuracy classifier for the target domain, serves as an effective means in the epileptic detection by using electroencephalogram (EEG) signals. Among existing approaches, Fuzzy logic system (FLS) based on transductive transfer learning is an efficient method due to its superior interpretability and...
The status of any state of India depends significantly on various natural resources. The status may be developed, developing and under developed while natural resources may be climate, rivers flowing and the length of rainfall etc. In this paper, two natural resources such as number of rivers flowing and rainfall in that state have been taken at different times and their dependencies on the development...
Recurrent drift, as a specific type of concept drift, is characterised by the appearance of previously seen concepts. Therefore, in those cases the learning process could be saved or at least minimized by applying an already trained classification model. In this paper we propose Fuzzy-Rec, a framework that is able to deal with recurrent concept drifts by means of a repository of classification models...
The development of Interval Type-2 Fuzzy Logic Systems has brought great improvements in the non-linear system modeling domain. However, in what concerns to the development of control systems, the approaches found in literature of Type-2 Fuzzy Sets do not seem to be taking fully advantage of the advances achieved by adaptive self-tuning algorithms, already well established in both academic and industrial...
The paper proposes a novel, simple and faster learning approach named ‘Extreme-ANFIS’ to tune premise and consequent parameters of Takagi-Sugeno Fuzzy Inference System (TS-FIS). Further the Extreme-ANFIS is used to design inverse model of nonlinear dynamical system. In this paper, the product concentration of non-isothermal Continuous Stirred Tank Reactor (CSTR) is controlled effectively by controlling...
In the field of physical activity a significant importance is held by aerobic endurance training, which is a relatively low intensity exercise that depends primarily on aerobic energy generating processes. This type of training is used for the overall endurance and fitness of the body by engaging all the major systems of the body and pushing the limits of their functions with the ultimate goal of...
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