Entropy Measures for Data Analysis: Theory, Algorithms and Applications

Entropy Measures for Data Analysis: Theory, Algorithms and Applications
Title Entropy Measures for Data Analysis: Theory, Algorithms and Applications PDF eBook
Author Karsten Keller
Publisher
Pages 260
Release 2019
Genre Engineering (General). Civil engineering (General)
ISBN 9783039280339

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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.

Entropy Measures for Data Analysis

Entropy Measures for Data Analysis
Title Entropy Measures for Data Analysis PDF eBook
Author Karsten Keller
Publisher MDPI
Pages 260
Release 2019-12-19
Genre Science
ISBN 3039280325

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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.

Entropy Measures, Maximum Entropy Principle and Emerging Applications

Entropy Measures, Maximum Entropy Principle and Emerging Applications
Title Entropy Measures, Maximum Entropy Principle and Emerging Applications PDF eBook
Author Karmeshu
Publisher Springer
Pages 300
Release 2012-10-01
Genre Technology & Engineering
ISBN 3540362126

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The last two decades have witnessed an enormous growth with regard to ap plications of information theoretic framework in areas of physical, biological, engineering and even social sciences. In particular, growth has been spectac ular in the field of information technology,soft computing,nonlinear systems and molecular biology. Claude Shannon in 1948 laid the foundation of the field of information theory in the context of communication theory. It is in deed remarkable that his framework is as relevant today as was when he 1 proposed it. Shannon died on Feb 24, 2001. Arun Netravali observes "As if assuming that inexpensive, high-speed processing would come to pass, Shan non figured out the upper limits on communication rates. First in telephone channels, then in optical communications, and now in wireless, Shannon has had the utmost value in defining the engineering limits we face". Shannon introduced the concept of entropy. The notable feature of the entropy frame work is that it enables quantification of uncertainty present in a system. In many realistic situations one is confronted only with partial or incomplete information in the form of moment, or bounds on these values etc. ; and it is then required to construct a probabilistic model from this partial information. In such situations, the principle of maximum entropy provides a rational ba sis for constructing a probabilistic model. It is thus necessary and important to keep track of advances in the applications of maximum entropy principle to ever expanding areas of knowledge.

Proceedings of the 4th International Conference on Electronics, Biomedical Engineering, and Health Informatics

Proceedings of the 4th International Conference on Electronics, Biomedical Engineering, and Health Informatics
Title Proceedings of the 4th International Conference on Electronics, Biomedical Engineering, and Health Informatics PDF eBook
Author Triwiyanto Triwiyanto
Publisher Springer Nature
Pages 690
Release
Genre
ISBN 981971463X

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Collaborative Technologies and Data Science in Smart City Applications

Collaborative Technologies and Data Science in Smart City Applications
Title Collaborative Technologies and Data Science in Smart City Applications PDF eBook
Author Aram Hajian
Publisher Logos Verlag Berlin GmbH
Pages 176
Release 2018-08-30
Genre Computers
ISBN 3832547347

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In September 2018, researchers from Armenia, Chile, Germany and Japan met in Yerevan to discuss technologies with applications in Smart Cities, Data Science and Information-Theoretic Approaches for Smart Systems, Technical Challenges for Smart Environments, and Smart Human Centered Computing. This book presents their contributions to the CODASSCA 2018 workshop on Collaborative Technologies and Data Science in Smart City Applications, a cutting-edge topic in Computer Science today.

Novel Developments in Granular Computing: Applications for Advanced Human Reasoning and Soft Computation

Novel Developments in Granular Computing: Applications for Advanced Human Reasoning and Soft Computation
Title Novel Developments in Granular Computing: Applications for Advanced Human Reasoning and Soft Computation PDF eBook
Author Yao, JingTao
Publisher IGI Global
Pages 569
Release 2010-06-30
Genre Education
ISBN 1605663255

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"This book investigages granular computing (GrC), which emerged as one of the fastest growing information processing paradigms in computational intelligence and human-centric systems"--Provided by publisher.

Theory and Algorithms for Cooperative Systems

Theory and Algorithms for Cooperative Systems
Title Theory and Algorithms for Cooperative Systems PDF eBook
Author Don Grundel
Publisher World Scientific
Pages 603
Release 2004
Genre Computers
ISBN 9812560203

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Over the past several years, cooperative control and optimization have increasingly played a larger and more important role in many aspects of military sciences, biology, communications, robotics, and decision making. At the same time, cooperative systems are notoriously difficult to model, analyze, and solve — while intuitively understood, they are not axiomatically defined in any commonly accepted manner. The works in this volume provide outstanding insights into this very complex area of research. They are the result of invited papers and selected presentations at the Fourth Annual Conference on Cooperative Control and Optimization held in Destin, Florida, November 2003.This book has been selected for coverage in: • Index to Scientific & Technical Proceedings® (ISTP® / ISI Proceedings)• Index to Scientific & Technical Proceedings (ISTP CDROM version / ISI Proceedings)• CC Proceedings — Engineering & Physical Sciences