Class information for:
Level 1: PARTIAL DIRECTED COHERENCE//GRANGER CAUSALITY//DIRECTED TRANSFER FUNCTION

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
9367 1162 42.8 67%


Bar chart of Publication_year

Last years might be incomplete

Hierarchy of classes
The table includes all classes above and classes immediately below the current class.


Cluster id Level Cluster label #P
9 4 COMPUTER SCIENCE, THEORY & METHODS//COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//COMPUTER SCIENCE, INFORMATION SYSTEMS 1247339
445 3       COMPLEX NETWORKS//PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS//ECONOPHYSICS 26356
1151 2             ECONOPHYSICS//PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS//DETRENDED FLUCTUATION ANALYSIS 9505
9367 1                   PARTIAL DIRECTED COHERENCE//GRANGER CAUSALITY//DIRECTED TRANSFER FUNCTION 1162

Terms with highest relevance score


rank Term termType Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class
1 PARTIAL DIRECTED COHERENCE authKW 818592 4% 69% 45
2 GRANGER CAUSALITY authKW 780667 15% 18% 169
3 DIRECTED TRANSFER FUNCTION authKW 507660 3% 60% 32
4 TRANSFER ENTROPY authKW 407778 3% 40% 39
5 EFFECTIVE CONNECTIVITY authKW 305716 6% 17% 70
6 BIOSEGNALI address 193489 1% 82% 9
7 FDM address 151578 1% 38% 15
8 DIRECTED TRANSFER FUNCTION DTF authKW 133018 1% 56% 9
9 PARTIAL DIRECTED COHERENCE PDC authKW 133018 1% 56% 9
10 MULTIVARIATE AUTOREGRESSIVE MVAR MODEL authKW 131383 0% 100% 5

Web of Science journal categories


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class
1 Neuroimaging 7382 10% 0% 116
2 Neurosciences 4648 38% 0% 436
3 Physics, Mathematical 2224 13% 0% 148
4 Physics, Fluids & Plasmas 1769 10% 0% 116
5 Engineering, Biomedical 1223 9% 0% 100
6 Mathematical & Computational Biology 1212 6% 0% 72
7 Computer Science, Cybernetics 890 3% 0% 31
8 Radiology, Nuclear Medicine & Medical Imaging 821 11% 0% 132
9 Computer Science, Artificial Intelligence 610 7% 0% 76
10 Physics, Multidisciplinary 505 11% 0% 129

Address terms


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class
1 BIOSEGNALI 193489 1% 82% 9
2 FDM 151578 1% 38% 15
3 TI INNOVAT TECHNOL SIGNAL DETECT PROC 94591 1% 60% 6
4 FREIBURG DATA ANAL MODELING 79113 1% 19% 16
5 NEUROPHYS NEUROPHYSIOL 78830 0% 100% 3
6 HELMHOLTZ RADIAT NUCL PHYS 75556 1% 18% 16
7 SARATOV BRANCH 65570 3% 8% 33
8 BRAIN IMAGING MODELING SECT 61093 1% 23% 10
9 PHYS BIOTECH 59714 0% 45% 5
10 IRCS PROGRAM 59121 0% 75% 3

Journals


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class
1 NEUROIMAGE 14723 7% 1% 84
2 ENTROPY 10370 2% 1% 28
3 JOURNAL OF NEUROSCIENCE METHODS 9224 4% 1% 51
4 NEUROINFORMATICS 7992 1% 3% 10
5 BIOLOGICAL CYBERNETICS 5840 2% 1% 26
6 PHYSICAL REVIEW E 5145 9% 0% 103
7 IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING 4829 3% 0% 38
8 BRAIN TOPOGRAPHY 4184 1% 1% 11
9 HUMAN BRAIN MAPPING 3784 2% 1% 22
10 FRONTIERS IN NEUROINFORMATICS 3757 1% 2% 6

Author Key Words


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class		 LCSH search Wikipedia search
1 PARTIAL DIRECTED COHERENCE 818592 4% 69% 45 Search PARTIAL+DIRECTED+COHERENCE Search PARTIAL+DIRECTED+COHERENCE
2 GRANGER CAUSALITY 780667 15% 18% 169 Search GRANGER+CAUSALITY Search GRANGER+CAUSALITY
3 DIRECTED TRANSFER FUNCTION 507660 3% 60% 32 Search DIRECTED+TRANSFER+FUNCTION Search DIRECTED+TRANSFER+FUNCTION
4 TRANSFER ENTROPY 407778 3% 40% 39 Search TRANSFER+ENTROPY Search TRANSFER+ENTROPY
5 EFFECTIVE CONNECTIVITY 305716 6% 17% 70 Search EFFECTIVE+CONNECTIVITY Search EFFECTIVE+CONNECTIVITY
6 DIRECTED TRANSFER FUNCTION DTF 133018 1% 56% 9 Search DIRECTED+TRANSFER+FUNCTION+DTF Search DIRECTED+TRANSFER+FUNCTION+DTF
7 PARTIAL DIRECTED COHERENCE PDC 133018 1% 56% 9 Search PARTIAL+DIRECTED+COHERENCE+PDC Search PARTIAL+DIRECTED+COHERENCE+PDC
8 MULTIVARIATE AUTOREGRESSIVE MVAR MODEL 131383 0% 100% 5 Search MULTIVARIATE+AUTOREGRESSIVE+MVAR+MODEL Search MULTIVARIATE+AUTOREGRESSIVE+MVAR+MODEL
9 COUPLING DIRECTION 118242 1% 75% 6 Search COUPLING+DIRECTION Search COUPLING+DIRECTION
10 MULTIVARIATE AUTOREGRESSIVE MODEL MVAR 109484 0% 83% 5 Search MULTIVARIATE+AUTOREGRESSIVE+MODEL+MVAR Search MULTIVARIATE+AUTOREGRESSIVE+MODEL+MVAR

Core articles
The table includes core articles in the class. The following variables is taken into account for the relevance score of an article in a cluster c:
(1) Number of references referring to publications in the class.
(2) Share of total number of active references referring to publications in the class.
(3) Age of the article. New articles get higher score than old articles.
(4) Citation rate, normalized to year.


Rank Reference # ref.
in cl.		 Shr. of ref. in
cl.		 Citations
1 PORTA, A , FAES, L , (2016) WIENER-GRANGER CAUSALITY IN NETWORK PHYSIOLOGY WITH APPLICATIONS TO CARDIOVASCULAR CONTROL AND NEUROSCIENCE.PROCEEDINGS OF THE IEEE. VOL. 104. ISSUE 2. P. 282 -309 95 57% 1
2 FAES, L , ERLA, S , NOLLO, G , (2012) MEASURING CONNECTIVITY IN LINEAR MULTIVARIATE PROCESSES: DEFINITIONS, INTERPRETATION, AND PRACTICAL ANALYSIS.COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE. VOL. . ISSUE . P. - 54 86% 10
3 SMIRNOV, DA , (2014) QUANTIFICATION OF CAUSAL COUPLINGS VIA DYNAMICAL EFFECTS: A UNIFYING PERSPECTIVE.PHYSICAL REVIEW E. VOL. 90. ISSUE 6. P. - 64 69% 5
4 BRESSLER, SL , SETH, AK , (2011) WIENER-GRANGER CAUSALITY: A WELL ESTABLISHED METHODOLOGY.NEUROIMAGE. VOL. 58. ISSUE 2. P. 323-329 39 75% 164
5 BARNETT, L , SETH, AK , (2014) THE MVGC MULTIVARIATE GRANGER CAUSALITY TOOLBOX: A NEW APPROACH TO GRANGER-CAUSAL INFERENCE.JOURNAL OF NEUROSCIENCE METHODS. VOL. 223. ISSUE . P. 50-68 34 77% 65
6 SMIRNOV, DA , MOKHOV, II , (2015) RELATING GRANGER CAUSALITY TO LONG-TERM CAUSAL EFFECTS.PHYSICAL REVIEW E. VOL. 92. ISSUE 4. P. - 53 66% 2
7 PAPANA, A , KYRTSOU, C , KUGIUMTZIS, D , DIKS, C , (2013) SIMULATION STUDY OF DIRECT CAUSALITY MEASURES IN MULTIVARIATE TIME SERIES.ENTROPY. VOL. 15. ISSUE 7. P. 2635 -2661 39 89% 14
8 CHICHARRO, D , LEDBERG, A , (2012) FRAMEWORK TO STUDY DYNAMIC DEPENDENCIES IN NETWORKS OF INTERACTING PROCESSES.PHYSICAL REVIEW E. VOL. 86. ISSUE 4. P. - 51 67% 15
9 FAES, L , NOLLO, G , (2013) MEASURING FREQUENCY DOMAIN GRANGER CAUSALITY FOR MULTIPLE BLOCKS OF INTERACTING TIME SERIES.BIOLOGICAL CYBERNETICS. VOL. 107. ISSUE 2. P. 217-232 35 92% 2
10 MARINAZZO, D , LIAO, W , CHEN, HF , STRAMAGLIA, S , (2011) NONLINEAR CONNECTIVITY BY GRANGER CAUSALITY.NEUROIMAGE. VOL. 58. ISSUE 2. P. 330 -338 44 67% 43

Classes with closest relation at Level 1


Rank Class id link
1 23862 PERMUTATION ENTROPY//ORDINAL PATTERNS//CHAOS BIOL GRP
2 32788 GENERAL TO SPECIFIC MODELLING//ADDITIVE MODEL REGRESSION//APPROXIMATE MINIMAX ESTIMATION
3 14414 RECURRENCE PLOT//RECURRENCE QUANTIFICATION ANALYSIS//RECURRENCE QUANTIFICATION
4 12196 NEURAL MASS MODEL//NEURAL FIELD//NEURAL FIELD THEORY
5 315 FUNCTIONAL CONNECTIVITY//RESTING STATE//RESTING STATE FMRI
6 35301 BEEF IMPORTS//HYV HIGH YIELDING VARIETY//OPV OPEN POLLINATED VARIETY
7 23353 MACHINE CONSCIOUSNESS//GLOBAL WORKSPACE THEORY//ARTIFICIAL CONSCIOUSNESS
8 14954 HIGH FREQUENCY OSCILLATIONS//FAST RIPPLES//SEIZURE ONSET ZONE
9 4458 SEIZURE PREDICTION//SEIZURE DETECTION//ELECTROENCEPHALOGRAM EEG SIGNALS
10 3510 THETA//ALPHA//CROSS FREQUENCY COUPLING

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