Entropy Measures for Data Analysis: Theory, Algorithms and Applications

Entropies and entropy-like quantities play an increasing role in modern non-linear data analysis. Fields that benefit from this application range from biosignal analysis to econophysics and engineering. This issue is a collection of papers touching on different aspects of entropy measures in data an...

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Year of Publication:2019
Language:English
Physical Description:1 electronic resource (260 p.)
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245 1 0 |a Entropy Measures for Data Analysis: Theory, Algorithms and Applications 
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520 |a Entropies and entropy-like quantities play an increasing role in modern non-linear data analysis. Fields that benefit from this application range from biosignal analysis to econophysics and engineering. This issue is a collection of papers touching on different aspects of entropy measures in data analysis, as well as theoretical and computational analyses. The relevant topics include the difficulty to achieve adequate application of entropy measures and the acceptable parameter choices for those entropy measures, entropy-based coupling, and similarity analysis, along with the utilization of entropy measures as features in automatic learning and classification. Various real data applications are given. 
546 |a English 
653 |a fault diagnosis 
653 |a empirical mode decomposition 
653 |a auditory attention 
653 |a Dempster-Shafer evidence theory 
653 |a simulation 
653 |a uncertainty of basic probability assignment 
653 |a center of pressure displacement 
653 |a particle size distribution 
653 |a multivariate analysis 
653 |a symbolic analysis 
653 |a permutation entropy 
653 |a short time records 
653 |a co-evolution 
653 |a plausibility transformation 
653 |a experiment of design 
653 |a cross-entropy method 
653 |a weighted Hartley entropy 
653 |a firefly algorithm 
653 |a embedded dimension 
653 |a entropy measure 
653 |a effective transfer entropy 
653 |a treadmill walking 
653 |a ordinal patterns 
653 |a complex fuzzy set 
653 |a entropy visualization 
653 |a belief entropy 
653 |a signal classification 
653 |a machine learning evaluation 
653 |a novelty detection 
653 |a selfsimilar measure 
653 |a Permutation entropy 
653 |a automatic learning 
653 |a cross wavelet transform 
653 |a cross-visibility graphs 
653 |a Kolmogorov-Sinai entropy 
653 |a distance 
653 |a Shannon-type relations 
653 |a Tsallis entropy 
653 |a market crash 
653 |a support vector machine (SVM) 
653 |a conditional entropy of ordinal patterns 
653 |a sample entropy 
653 |a learning 
653 |a electroencephalography (EEG) 
653 |a meta-heuristic 
653 |a entropy 
653 |a data transformation 
653 |a information entropy 
653 |a signal analysis 
653 |a synchronization analysis 
653 |a similarity indices 
653 |a data analysis 
653 |a geodesic distance 
653 |a auditory attention classifier 
653 |a entropy measures 
653 |a distance induced vague entropy 
653 |a analog circuit 
653 |a vague entropy 
653 |a complex vague soft set 
653 |a entropy balance equation 
653 |a parametric t-distributed stochastic neighbor embedding 
653 |a global optimization 
653 |a learning systems 
653 |a image entropy 
653 |a algorithmic complexity 
653 |a support vector machine 
653 |a system coupling 
653 |a relevance analysis 
653 |a Chinese stock sectors 
653 |a Shannon entropy 
653 |a linear discriminant analysis (LDA) 
653 |a information 
653 |a information transfer 
653 |a dual-tasking 
653 |a non-probabilistic entropy 
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