Class information for:
Level 1: GAUSSIAN GRAPHICAL MODEL//GRAPHICAL MODELS//CONDITIONAL INDEPENDENCE

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
9073 1190 27.9 51%


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
34 3       STATISTICS & PROBABILITY//STAT//COMMUNICATIONS IN STATISTICS-THEORY AND METHODS 105938
1563 2             LASSO//VARIABLE SELECTION//SLICED INVERSE REGRESSION 7363
9073 1                   GAUSSIAN GRAPHICAL MODEL//GRAPHICAL MODELS//CONDITIONAL INDEPENDENCE 1190

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 GAUSSIAN GRAPHICAL MODEL authKW 1459642 7% 67% 85
2 GRAPHICAL MODELS authKW 934072 14% 21% 171
3 CONDITIONAL INDEPENDENCE authKW 702824 8% 27% 100
4 CHAIN GRAPH authKW 591277 3% 59% 39
5 COVARIANCE SELECTION authKW 440358 2% 59% 29
6 COVARIANCE GRAPH authKW 436192 1% 100% 17
7 GRAPHICAL MARKOV MODEL authKW 424152 2% 72% 23
8 PRECISION MATRIX authKW 348012 2% 47% 29
9 MARKOV EQUIVALENCE authKW 337050 1% 77% 17
10 ESSENTIAL GRAPH authKW 333559 1% 100% 13

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 Statistics & Probability 89035 66% 0% 788
2 Mathematical & Computational Biology 7109 14% 0% 171
3 Computer Science, Artificial Intelligence 2470 12% 0% 147
4 Biology 866 8% 0% 98
5 Automation & Control Systems 587 5% 0% 59
6 Computer Science, Interdisciplinary Applications 472 6% 0% 71
7 Social Sciences, Mathematical Methods 298 2% 0% 25
8 Mathematics, Interdisciplinary Applications 230 4% 0% 43
9 Computer Science, Cybernetics 138 1% 0% 13
10 Computer Science, Theory & Methods 120 3% 0% 41

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 ADIT 157156 1% 88% 7
2 SEMINAR STAT 67906 2% 11% 25
3 STOCHAST SYST GRP 58309 0% 45% 5
4 STAT 45315 29% 1% 341
5 OPERAT FINANCIAL ENGN 43423 2% 7% 26
6 BIOMED INFORMAT GRP GRIB 25658 0% 100% 1
7 BIOSTAT COMMUNITY FAMILY MED 25658 0% 100% 1
8 BIOSTATCAROLINA GENOME SCI 25658 0% 100% 1
9 CAO IND SYST ENGN 25658 0% 100% 1
10 CASER SM 25658 0% 100% 1

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 BIOMETRIKA 55111 7% 3% 83
2 JOURNAL OF MACHINE LEARNING RESEARCH 53124 5% 4% 57
3 ANNALS OF STATISTICS 47149 7% 2% 85
4 ELECTRONIC JOURNAL OF STATISTICS 40783 3% 4% 36
5 SCANDINAVIAN JOURNAL OF STATISTICS 30884 3% 3% 41
6 JOURNAL OF MULTIVARIATE ANALYSIS 21700 5% 2% 55
7 JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS 20556 2% 3% 28
8 INTERNATIONAL JOURNAL OF APPROXIMATE REASONING 12724 2% 2% 27
9 JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY 11872 2% 2% 24
10 BAYESIAN ANALYSIS 10155 1% 3% 12

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 GAUSSIAN GRAPHICAL MODEL 1459642 7% 67% 85 Search GAUSSIAN+GRAPHICAL+MODEL Search GAUSSIAN+GRAPHICAL+MODEL
2 GRAPHICAL MODELS 934072 14% 21% 171 Search GRAPHICAL+MODELS Search GRAPHICAL+MODELS
3 CONDITIONAL INDEPENDENCE 702824 8% 27% 100 Search CONDITIONAL+INDEPENDENCE Search CONDITIONAL+INDEPENDENCE
4 CHAIN GRAPH 591277 3% 59% 39 Search CHAIN+GRAPH Search CHAIN+GRAPH
5 COVARIANCE SELECTION 440358 2% 59% 29 Search COVARIANCE+SELECTION Search COVARIANCE+SELECTION
6 COVARIANCE GRAPH 436192 1% 100% 17 Search COVARIANCE+GRAPH Search COVARIANCE+GRAPH
7 GRAPHICAL MARKOV MODEL 424152 2% 72% 23 Search GRAPHICAL+MARKOV+MODEL Search GRAPHICAL+MARKOV+MODEL
8 PRECISION MATRIX 348012 2% 47% 29 Search PRECISION+MATRIX Search PRECISION+MATRIX
9 MARKOV EQUIVALENCE 337050 1% 77% 17 Search MARKOV+EQUIVALENCE Search MARKOV+EQUIVALENCE
10 ESSENTIAL GRAPH 333559 1% 100% 13 Search ESSENTIAL+GRAPH Search ESSENTIAL+GRAPH

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 WERMUTH, N , SADEGHI, K , (2012) SEQUENCES OF REGRESSIONS AND THEIR INDEPENDENCES.TEST. VOL. 21. ISSUE 2. P. 215 -252 47 85% 9
2 POURAHMADI, M , (2011) COVARIANCE ESTIMATION: THE GLM AND REGULARIZATION PERSPECTIVES.STATISTICAL SCIENCE. VOL. 26. ISSUE 3. P. 369-387 49 58% 33
3 WANG, H , (2015) SCALING IT UP: STOCHASTIC SEARCH STRUCTURE LEARNING IN GRAPHICAL MODELS.BAYESIAN ANALYSIS. VOL. 10. ISSUE 2. P. 351 -377 30 81% 3
4 DRTON, M , PERLMAN, MD , (2007) MULTIPLE TESTING AND ERROR CONTROL IN GAUSSIAN GRAPHICAL MODEL SELECTION.STATISTICAL SCIENCE. VOL. 22. ISSUE 3. P. 430-449 42 64% 31
5 BANERJEE, S , GHOSAL, S , (2015) BAYESIAN STRUCTURE LEARNING IN GRAPHICAL MODELS.JOURNAL OF MULTIVARIATE ANALYSIS. VOL. 136. ISSUE . P. 147 -162 25 81% 2
6 BANERJEE, S , GHOSAL, S , (2014) POSTERIOR CONVERGENCE RATES FOR ESTIMATING LARGE PRECISION MATRICES USING GRAPHICAL MODELS.ELECTRONIC JOURNAL OF STATISTICS. VOL. 8. ISSUE . P. 2111 -2137 24 86% 2
7 CAI, TT , LIU, WD , ZHOU, HH , (2016) ESTIMATING SPARSE PRECISION MATRIX: OPTIMAL RATES OF CONVERGENCE AND ADAPTIVE ESTIMATION.ANNALS OF STATISTICS. VOL. 44. ISSUE 2. P. 455 -488 19 90% 2
8 SADEGHI, K , LAURITZEN, S , (2014) MARKOV PROPERTIES FOR MIXED GRAPHS.BERNOULLI. VOL. 20. ISSUE 2. P. 676 -696 20 95% 8
9 ZHOU, SH , (2014) GEMINI: GRAPH ESTIMATION WITH MATRIX VARIATE NORMAL INSTANCES.ANNALS OF STATISTICS. VOL. 42. ISSUE 2. P. 532-562 21 84% 4
10 WERMUTH, N , (2011) PROBABILITY DISTRIBUTIONS WITH SUMMARY GRAPH STRUCTURE.BERNOULLI. VOL. 17. ISSUE 3. P. 845 -879 22 85% 14

Classes with closest relation at Level 1


Rank Class id link
1 3308 LASSO//VARIABLE SELECTION//ORACLE PROPERTY
2 4093 BAYESIAN NETWORKS//INFLUENCE DIAGRAMS//STRUCTURE LEARNING
3 25909 SPARSE PRINCIPAL COMPONENT ANALYSIS//PRINCIPAL VARIABLES//SPARSE PCA
4 32782 MONOTONE INCOMPLETE DATA//MONOTONE MISSING DATA//MONOTONE INCOMPLETE SAMPLE
5 6275 GENE REGULATORY NETWORK//NETWORK INFERENCE//REVERSE ENGINEERING
6 22234 NATURAL EXPONENTIAL FAMILY//VARIANCE FUNCTION//RIESZ DISTRIBUTION
7 10560 BAYES FACTOR//INTRINSIC PRIORS//INTRINSIC BAYES FACTOR
8 10842 MINIMAXITY//QUADRATIC LOSS//INADMISSIBILITY
9 18136 JOURNAL OF PORTFOLIO MANAGEMENT//ESTIMATION RISK//MINIMUM VARIANCE PORTFOLIO
10 2988 GENERALIZED ESTIMATING EQUATIONS//MARGINAL MODEL//CORRELATED BINARY DATA

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