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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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Bibliographic Details
Main Author: Keller, Karsten
Format: eBook
Language:English
Published: MDPI - Multidisciplinary Digital Publishing Institute 2019
Subjects:
Learning
Cross Wavelet Transform
Entropy Measure
Market Crash
Uncertainty Of Basic Probability Assignment
Belief Entropy
Effective Transfer Entropy
Empirical Mode Decomposition
Experiment Of Design
Cross-visibility Graphs
Data Analysis
Dual-tasking
Particle Size Distribution
Distance Induced Vague Entropy
Treadmill Walking
Entropy Measures
Signal Analysis
Multivariate Analysis
Data Transformation
System Coupling
History Of Engineering And Technology / Bicssc
Novelty Detection
Entropy Visualization
Sample Entropy
Geodesic Distance
Meta-heuristic
Synchronization Analysis
Simulation
Algorithmic Complexity
Non-probabilistic Entropy
Machine Learning Evaluation
Selfsimilar Measure
Short Time Records
Chinese Stock Sectors
Global Optimization
Analog Circuit
Linear Discriminant Analysis (lda)
Information Entropy
Cross-entropy Method
Kolmogorov-sinai Entropy
Ordinal Patterns
Shannon-type Relations
Plausibility Transformation
Auditory Attention
Support Vector Machine (svm)
Center Of Pressure Displacement
Complex Fuzzy Set
Embedded Dimension
Automatic Learning
Support Vector Machine
Relevance Analysis
Similarity Indices
Conditional Entropy Of Ordinal Patterns
Firefly Algorithm
Fault Diagnosis
Symbolic Analysis
Signal Classification
Vague Entropy
Complex Vague Soft Set
Entropy
Entropy Balance Equation
Tsallis Entropy
Weighted Hartley Entropy
Learning Systems
Permutation Entropy
Co-evolution
Distance
Auditory Attention Classifier
Electroencephalography (eeg)
Information Transfer
Shannon Entropy
Parametric T-distributed Stochastic Neighbor Embedding
Dempster-shafer Evidence Theory
Image Entropy
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Online Access:
Collection: Directory of Open Access Books - Collection details see MPG.ReNa
Description
Summary: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.
Item Description:Creative Commons (cc), https://creativecommons.org/licenses/by-nc-nd/4.0/
Physical Description:1 electronic resource (260 p.)
ISBN:9783039280339
9783039280322
books978-3-03928-033-9

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