A general CPL-AdS methodology for fixing dynamic parameters in dual environments

IEEE Transactions on Systems, Man, and Cybernetics. Part B, Cybernetics : a Publication of the IEEE Systems, Man, and Cybernetics Society
De-Shuang Huang, Wen Jiang

Abstract

The algorithm of Continuous Point Location with Adaptive d-ary Search (CPL-AdS) strategy exhibits its efficiency in solving stochastic point location (SPL) problems. However, there is one bottleneck for this CPL-AdS strategy which is that, when the dimension of the feature, or the number of divided subintervals for each iteration, d is large, the decision table for elimination process is almost unavailable. On the other hand, the larger dimension of the features d can generally make this CPL-AdS strategy avoid oscillation and converge faster. This paper presents a generalized universal decision formula to solve this bottleneck problem. As a matter of fact, this decision formula has a wider usage beyond handling out this SPL problems, such as dealing with deterministic point location problems and searching data in Single Instruction Stream-Multiple Data Stream based on Concurrent Read and Exclusive Write parallel computer model. Meanwhile, we generalized the CPL-AdS strategy with an extending formula, which is capable of tracking an unknown dynamic parameter λ in both informative and deceptive environments. Furthermore, we employed different learning automata in the generalized CPL-AdS method to find out if faster learning algor...Continue Reading

References

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Citations

Oct 21, 2014·IEEE Transactions on Cybernetics·Anis YazidiMorten Goodwin
Jul 15, 2015·IEEE Transactions on Cybernetics·Wen JiangShenghong Li
Dec 12, 2012·IEEE/ACM Transactions on Computational Biology and Bioinformatics·Yang TangJürgen Kurths
Jun 29, 2018·PloS One·Liangxin GaoDe-Shuang Huang
Jan 24, 2017·IEEE/ACM Transactions on Computational Biology and Bioinformatics·Lin YuanDe-Shuang Huang
Sep 8, 2017·IEEE/ACM Transactions on Computational Biology and Bioinformatics· Su-Ping Deng Yu-Ping Wang
Sep 30, 2017·IEEE/ACM Transactions on Computational Biology and Bioinformatics·Wenzheng BaoDe-Shuang Huang
Oct 17, 2018·Scientific Reports·Zhen ShenDe-Shuang Huang
Jan 5, 2021·Neurocomputing·Xiang YuYu-Dong Zhang

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