NDLI: Multiscale Information Decomposition: Exact Computation for Multivariate Gaussian Processes

Please wait, while we are loading the content...

Influence of Failure Probability Due to Parameter and Anchor Variance of a Freeway Dip Slope Slide—A Case Study in Taiwan †

Group-Constrained Maximum Correntropy Criterion Algorithms for Estimating Sparse Mix-Noised Channels

Entropy Generation Analysis of Wildfire Propagation

Logical Entropy and Logical Mutual Information of Experiments in the Intuitionistic Fuzzy Case

Minimum and Maximum Entropy Distributions for Binary Systems with Known Means and Pairwise Correlations

The Potential Application of Multiscale Entropy Analysis of Electroencephalography in Children with Neurological and Neuropsychiatric Disorders

A Sparse Multiwavelet-Based Generalized Laguerre–Volterra Model for Identifying Time-Varying Neural Dynamics from Spiking Activities

Iterative QR-Based SFSIC Detection and Decoder Algorithm for a Reed–Muller Space-Time Turbo System

An Improved System for Utilizing Low-Temperature Waste Heat of Flue Gas from Coal-Fired Power Plants

Survey on Probabilistic Models of Low-Rank Matrix Factorizations

Incipient Fault Diagnosis of Rolling Bearings Based on Impulse-Step Impact Dictionary and Re-Weighted Minimizing Nonconvex Penalty Lq Regular Technique

Securing Wireless Communications of the Internet of Things from the Physical Layer, An Overview

Spatio-Temporal Variability of Soil Water Content under Different Crop Covers in Irrigation Districts of Northwest China

Computing Entropies with Nested Sampling

Atangana–Baleanu and Caputo Fabrizio Analysis of Fractional Derivatives for Heat and Mass Transfer of Second Grade Fluids over a Vertical Plate: A Comparative Study

Deformed Jarzynski Equality

Thermal and Exergetic Analysis of the Goswami Cycle Integrated with Mid-Grade Heat Sources

Quality Systems. A Thermodynamics-Related Interpretive Model

Power-Law Distributions from Sigma-Pi Structure of Sums of Random Multiplicative Processes

The Emergence of Hyperchaos and Synchronization in Networks with Discrete Periodic Oscillators

Person-Situation Debate Revisited: Phase Transitions with Quenched and Annealed Disorders

Effect of Slip Conditions and Entropy Generation Analysis with an Effective Prandtl Number Model on a Nanofluid Flow through a Stretching Sheet

Relationship between Entropy, Corporate Entrepreneurship and Organizational Capabilities in Romanian Medium Sized Enterprises

Solutions to the Cosmic Initial Entropy Problem without Equilibrium Initial Conditions

A View of Information-Estimation Relations in Gaussian Networks

Multiscale Information Decomposition: Exact Computation for Multivariate Gaussian Processes

Statistical Process Control for Unimodal Distribution Based on Maximum Entropy Distribution Approximation

Generalized Maxwell Relations in Thermodynamics with Metric Derivatives

Intrinsic Losses Based on Information Geometry and Their Applications

Thermal Transport and Entropy Production Mechanisms in a Turbulent Round Jet at Supercritical Thermodynamic Conditions

Optimal Belief Approximation

Complexity, Criticality and Computation

On the Modelling and Control of a Laboratory Prototype of a Hydraulic Canal Based on a TITO Fractional-Order Model

Coupled DM Heating in SCDEW Cosmologies

LPI Optimization Framework for Radar Network Based on Minimum Mean-Square Error Estimation

Planck-Scale Soccer-Ball Problem: A Case of Mistaken Identity

Self-Organized Supercriticality and Oscillations in Networks of Stochastic Spiking Neurons

A Fuzzy Comprehensive Evaluation Method Based on AHP and Entropy for a Landslide Susceptibility Map

Quantum Genetic Learning Control of Quantum Ensembles with Hamiltonian Uncertainties

Parameterization of Coarse-Grained Molecular Interactions through Potential of Mean Force Calculations and Cluster Expansion Techniques

Global Efficiency of Heat Engines and Heat Pumps with Non-Linear Boundary Conditions

Optimal Multiuser Diversity in Multi-Cell MIMO Uplink Networks: User Scaling Law and Beamforming Design

Tidal Analysis Using Time–Frequency Signal Processing and Information Clustering

A Noninformative Prior on a Space of Distribution Functions

A Thermodynamic Point of View on Dark Energy Models

On the Reliability Function of Variable-Rate Slepian-Wolf Coding

On Entropy Test for Conditionally Heteroscedastic Location-Scale Time Series Models

Spurious Memory in Non-Equilibrium Stochastic Models of Imitative Behavior

Noise Robustness Analysis of Performance for EEG-Based Driver Fatigue Detection Using Different Entropy Feature Sets

On Increased Arc Endurance of the Cu–Cr System Materials

Securing Relay Networks with Artificial Noise: An Error Performance-Based Approach

Avalanching Systems with Longer Range Connectivity: Occurrence of a Crossover Phenomenon and Multifractal Finite Size Scaling

Toward a Theory of Industrial Supply Networks: A Multi-Level Perspective via Network Analysis

Kinetic Theory beyond the Stosszahlansatz

Multiscale Information Decomposition: Exact Computation for Multivariate Gaussian Processes

Content Provider	MDPI
Author	Faes, Luca Marinazzo, Daniele Stramaglia, Sebastiano
Abstract	Exploiting the theory of state space models, we derive the exact expressions of the information transfer, as well as redundant and synergistic transfer, for coupled Gaussian processes observed at multiple temporal scales. All of the terms, constituting the frameworks known as interaction information decomposition and partial information decomposition, can thus be analytically obtained for different time scales from the parameters of the VAR model that fits the processes. We report the application of the proposed methodology firstly to benchmark Gaussian systems, showing that this class of systems may generate patterns of information decomposition characterized by prevalently redundant or synergistic information transfer persisting across multiple time scales or even by the alternating prevalence of redundant and synergistic source interaction depending on the time scale. Then, we apply our method to an important topic in neuroscience, i.e., the detection of causal interactions in human epilepsy networks, for which we show the relevance of partial information decomposition to the detection of multiscale information transfer spreading from the seizure onset zone.
File Size	1872896
File Format	PDF
e-ISSN	10994300
DOI	10.3390/e19080408
Journal	Entropy
Issue Number	8
Volume Number	19
Language	English
Publisher Date	2017-08-08
Access Restriction	Open
Subject Keyword	information dynamics information transfer multiscale entropy multivariate time series analysis redundancy and synergy state space models vector autoregressive models
Content Type	Text
Resource Type	Article

Central Library (ISO-9001:2015 Certified)
Indian Institute of Technology Kharagpur
Kharagpur, West Bengal, India | PIN - 721302

See location in the Map
03222 282435
Mail: support@ndl.gov.in

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
6	Contents and Copyright Issues	Queries related to content curation and copyright issues	content@ndl.gov.in
7	National Digital Library of India Club (NDLI Club)	Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach	clubsupport@ndl.gov.in
8	Digital Preservation Centre (DPC)	Assistance with digitizing and archiving copyright-free printed books	dpc@ndl.gov.in
9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in