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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| Formato: | Online |
| Idioma: | inglês |
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MDPI - Multidisciplinary Digital Publishing Institute
2021
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| Acesso em linha: | 43245 |
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| _version_ | 1869516534958784512 |
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| author | Keller, Karsten |
| author_browse | Keller, Karsten |
| author_facet | Keller, Karsten |
| author_sort | Keller, Karsten |
| collection | Directory of Open Access Books |
| description | 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. |
| format | Online |
| id | doab-20.500.12854ir-46559 |
| institution | Directory of Open Access Books |
| language | eng |
| publishDate | 2021 |
| publishDateRange | 2021 |
| publishDateSort | 2021 |
| publisher | MDPI - Multidisciplinary Digital Publishing Institute |
| publisherStr | MDPI - Multidisciplinary Digital Publishing Institute |
| record_format | ojs |
| spelling | doab-20.500.12854ir-465592024-04-11T15:11:28Z Entropy Measures for Data Analysis: Theory, Algorithms and Applications Keller, Karsten TA1-2040 T1-995 TA170-171 fault diagnosis empirical mode decomposition auditory attention Dempster-Shafer evidence theory simulation uncertainty of basic probability assignment center of pressure displacement particle size distribution multivariate analysis symbolic analysis permutation entropy short time records co-evolution plausibility transformation experiment of design cross-entropy method weighted Hartley entropy firefly algorithm embedded dimension entropy measure effective transfer entropy treadmill walking ordinal patterns complex fuzzy set entropy visualization belief entropy signal classification machine learning evaluation novelty detection selfsimilar measure Permutation entropy automatic learning cross wavelet transform cross-visibility graphs Kolmogorov-Sinai entropy distance Shannon-type relations Tsallis entropy market crash support vector machine (SVM) conditional entropy of ordinal patterns sample entropy learning electroencephalography (EEG) meta-heuristic entropy data transformation information entropy signal analysis synchronization analysis similarity indices data analysis geodesic distance auditory attention classifier entropy measures distance induced vague entropy analog circuit vague entropy complex vague soft set entropy balance equation parametric t-distributed stochastic neighbor embedding global optimization learning systems image entropy algorithmic complexity support vector machine system coupling relevance analysis Chinese stock sectors Shannon entropy linear discriminant analysis (LDA) information information transfer dual-tasking non-probabilistic entropy thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TB Technology: general issues::TBX History of engineering and technology 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. 2021-02-11T12:42:07Z 2021-02-11T12:42:07Z 2020-01-07 09:21:22 2019 book 43245 9783039280322 9783039280339 https://directory.doabooks.org/handle/20.500.12854/46559 eng application/octet-stream Attribution-NonCommercial-NoDerivatives 4.0 International https://mdpi.com/books/pdfview/book/1906 MDPI - Multidisciplinary Digital Publishing Institute 10.3390/books978-3-03928-033-9 10.3390/books978-3-03928-033-9 46cabcaa-dd94-4bfe-87b4-55023c1b36d0 9783039280322 9783039280339 260 open access |
| spellingShingle | TA1-2040 T1-995 TA170-171 fault diagnosis empirical mode decomposition auditory attention Dempster-Shafer evidence theory simulation uncertainty of basic probability assignment center of pressure displacement particle size distribution multivariate analysis symbolic analysis permutation entropy short time records co-evolution plausibility transformation experiment of design cross-entropy method weighted Hartley entropy firefly algorithm embedded dimension entropy measure effective transfer entropy treadmill walking ordinal patterns complex fuzzy set entropy visualization belief entropy signal classification machine learning evaluation novelty detection selfsimilar measure Permutation entropy automatic learning cross wavelet transform cross-visibility graphs Kolmogorov-Sinai entropy distance Shannon-type relations Tsallis entropy market crash support vector machine (SVM) conditional entropy of ordinal patterns sample entropy learning electroencephalography (EEG) meta-heuristic entropy data transformation information entropy signal analysis synchronization analysis similarity indices data analysis geodesic distance auditory attention classifier entropy measures distance induced vague entropy analog circuit vague entropy complex vague soft set entropy balance equation parametric t-distributed stochastic neighbor embedding global optimization learning systems image entropy algorithmic complexity support vector machine system coupling relevance analysis Chinese stock sectors Shannon entropy linear discriminant analysis (LDA) information information transfer dual-tasking non-probabilistic entropy thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TB Technology: general issues::TBX History of engineering and technology Keller, Karsten Entropy Measures for Data Analysis: Theory, Algorithms and Applications |
| title | Entropy Measures for Data Analysis: Theory, Algorithms and Applications |
| title_full | Entropy Measures for Data Analysis: Theory, Algorithms and Applications |
| title_fullStr | Entropy Measures for Data Analysis: Theory, Algorithms and Applications |
| title_full_unstemmed | Entropy Measures for Data Analysis: Theory, Algorithms and Applications |
| title_short | Entropy Measures for Data Analysis: Theory, Algorithms and Applications |
| title_sort | entropy measures for data analysis theory algorithms and applications |
| topic | TA1-2040 T1-995 TA170-171 fault diagnosis empirical mode decomposition auditory attention Dempster-Shafer evidence theory simulation uncertainty of basic probability assignment center of pressure displacement particle size distribution multivariate analysis symbolic analysis permutation entropy short time records co-evolution plausibility transformation experiment of design cross-entropy method weighted Hartley entropy firefly algorithm embedded dimension entropy measure effective transfer entropy treadmill walking ordinal patterns complex fuzzy set entropy visualization belief entropy signal classification machine learning evaluation novelty detection selfsimilar measure Permutation entropy automatic learning cross wavelet transform cross-visibility graphs Kolmogorov-Sinai entropy distance Shannon-type relations Tsallis entropy market crash support vector machine (SVM) conditional entropy of ordinal patterns sample entropy learning electroencephalography (EEG) meta-heuristic entropy data transformation information entropy signal analysis synchronization analysis similarity indices data analysis geodesic distance auditory attention classifier entropy measures distance induced vague entropy analog circuit vague entropy complex vague soft set entropy balance equation parametric t-distributed stochastic neighbor embedding global optimization learning systems image entropy algorithmic complexity support vector machine system coupling relevance analysis Chinese stock sectors Shannon entropy linear discriminant analysis (LDA) information information transfer dual-tasking non-probabilistic entropy thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TB Technology: general issues::TBX History of engineering and technology |
| topic_facet | TA1-2040 T1-995 TA170-171 fault diagnosis empirical mode decomposition auditory attention Dempster-Shafer evidence theory simulation uncertainty of basic probability assignment center of pressure displacement particle size distribution multivariate analysis symbolic analysis permutation entropy short time records co-evolution plausibility transformation experiment of design cross-entropy method weighted Hartley entropy firefly algorithm embedded dimension entropy measure effective transfer entropy treadmill walking ordinal patterns complex fuzzy set entropy visualization belief entropy signal classification machine learning evaluation novelty detection selfsimilar measure Permutation entropy automatic learning cross wavelet transform cross-visibility graphs Kolmogorov-Sinai entropy distance Shannon-type relations Tsallis entropy market crash support vector machine (SVM) conditional entropy of ordinal patterns sample entropy learning electroencephalography (EEG) meta-heuristic entropy data transformation information entropy signal analysis synchronization analysis similarity indices data analysis geodesic distance auditory attention classifier entropy measures distance induced vague entropy analog circuit vague entropy complex vague soft set entropy balance equation parametric t-distributed stochastic neighbor embedding global optimization learning systems image entropy algorithmic complexity support vector machine system coupling relevance analysis Chinese stock sectors Shannon entropy linear discriminant analysis (LDA) information information transfer dual-tasking non-probabilistic entropy thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TB Technology: general issues::TBX History of engineering and technology |
| url | 43245 |
| work_keys_str_mv | AT kellerkarsten entropymeasuresfordataanalysistheoryalgorithmsandapplications |