Class information for:
Level 1: CHAIN GRAPH//GRAPHICAL MARKOV MODEL//CONDITIONAL INDEPENDENCE

Basic class information
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
12 4 COMPUTER SCIENCE, THEORY & METHODS//COMPUTER SCIENCE, INFORMATION SYSTEMS//COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE 1181119
23 3       STATISTICS & PROBABILITY//STAT//COMMUNICATIONS IN STATISTICS-THEORY AND METHODS 119395
1602 2             LASSO//BAYESIAN NETWORKS//VARIABLE SELECTION 7368
18704 1                   CHAIN GRAPH//GRAPHICAL MARKOV MODEL//CONDITIONAL INDEPENDENCE 563

Terms with highest relevance score


rank Category termType chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 CHAIN GRAPH authKW 1298029 7% 58% 40
2 GRAPHICAL MARKOV MODEL authKW 1093328 4% 78% 25
3 CONDITIONAL INDEPENDENCE authKW 1087094 15% 23% 85
4 MARKOV EQUIVALENCE authKW 547610 3% 65% 15
5 ESSENTIAL GRAPH authKW 521031 2% 85% 11
6 COVARIANCE GRAPH authKW 447824 2% 67% 12
7 GRAPHICAL MODELS authKW 431945 14% 10% 81
8 GRAPHICAL CHAIN MODELS authKW 430603 2% 77% 10
9 ADIT address 342869 1% 88% 7
10 YULE SIMPSON PARADOX authKW 304771 1% 78% 7

Web of Science journal categories


chi_square_rank Category chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 Statistics & Probability 38556 63% 0% 357
2 Computer Science, Artificial Intelligence 1351 13% 0% 75
3 Mathematical & Computational Biology 1283 9% 0% 51
4 Logic 281 2% 0% 9
5 Social Sciences, Mathematical Methods 269 3% 0% 16
6 Biology 264 7% 0% 38
7 Computer Science, Cybernetics 182 2% 0% 10
8 Computer Science, Interdisciplinary Applications 145 5% 0% 28
9 Mathematics 119 8% 0% 44
10 Computer Science, Theory & Methods 107 4% 0% 25

Address terms


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 ADIT 342869 1% 88% 7
2 ANAESTHET SECT 55979 0% 100% 1
3 BIOMED INFORMAT GRP GRIB 55979 0% 100% 1
4 CHALMERS TECH UNIV 55979 0% 100% 1
5 DIP DISCIPLINE MATEMAT FINANZA MATEMAT ECONOMET 55979 0% 100% 1
6 DIP ING INFORMAZ MET MATEMAT 55979 0% 100% 1
7 DIP MET QUANT SC EC AZ 55979 0% 100% 1
8 DIPART STAT 55979 0% 100% 1
9 DIPARTIMENTO SCI SOCIAL COGNIT QUANTITAT 55979 0% 100% 1
10 DIPARTIMENTO STATIST INFORNAT PLICAZIONI G PARE 55979 0% 100% 1

Journals


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 SCANDINAVIAN JOURNAL OF STATISTICS 47852 6% 2% 35
2 ANNALS OF STATISTICS 23580 7% 1% 41
3 BIOMETRIKA 19813 6% 1% 34
4 INTERNATIONAL JOURNAL OF APPROXIMATE REASONING 19084 4% 1% 23
5 JOURNAL OF MULTIVARIATE ANALYSIS 9575 4% 1% 25
6 JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY 7429 2% 1% 13
7 BERNOULLI 6211 2% 1% 12
8 INTERNATIONAL STATISTICAL REVIEW 5856 2% 1% 9
9 ANNALS OF MATHEMATICS AND ARTIFICIAL INTELLIGENCE 4970 2% 1% 9
10 COMPUTATIONAL STATISTICS & DATA ANALYSIS 3976 3% 0% 19

Author Key Words


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass LCSH search Wikipedia search
1 CHAIN GRAPH 1298029 7% 58% 40 Search CHAIN+GRAPH Search CHAIN+GRAPH
2 GRAPHICAL MARKOV MODEL 1093328 4% 78% 25 Search GRAPHICAL+MARKOV+MODEL Search GRAPHICAL+MARKOV+MODEL
3 CONDITIONAL INDEPENDENCE 1087094 15% 23% 85 Search CONDITIONAL+INDEPENDENCE Search CONDITIONAL+INDEPENDENCE
4 MARKOV EQUIVALENCE 547610 3% 65% 15 Search MARKOV+EQUIVALENCE Search MARKOV+EQUIVALENCE
5 ESSENTIAL GRAPH 521031 2% 85% 11 Search ESSENTIAL+GRAPH Search ESSENTIAL+GRAPH
6 COVARIANCE GRAPH 447824 2% 67% 12 Search COVARIANCE+GRAPH Search COVARIANCE+GRAPH
7 GRAPHICAL MODELS 431945 14% 10% 81 Search GRAPHICAL+MODELS Search GRAPHICAL+MODELS
8 GRAPHICAL CHAIN MODELS 430603 2% 77% 10 Search GRAPHICAL+CHAIN+MODELS Search GRAPHICAL+CHAIN+MODELS
9 YULE SIMPSON PARADOX 304771 1% 78% 7 Search YULE+SIMPSON+PARADOX Search YULE+SIMPSON+PARADOX
10 CONCENTRATION GRAPH 298549 1% 67% 8 Search CONCENTRATION+GRAPH Search CONCENTRATION+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.

Classes with closest relation at Level 1


rank cluster_id2 link
1 14854 GAUSSIAN GRAPHICAL MODEL//PRECISION MATRIX//GRAPHICAL LASSO
2 38074 MONOTONE INCOMPLETE DATA//MONOTONE MISSING DATA//MONOTONE INCOMPLETE SAMPLE
3 3757 BAYESIAN NETWORKS//INFLUENCE DIAGRAMS//STRUCTURE LEARNING
4 34609 SIMPSONS PARADOX//DIRECTIONAL COLLAPSIBILITY//AGGREGATION OF STRATA
5 21570 NATURAL EXPONENTIAL FAMILY//VARIANCE FUNCTION//MATSUMOTO YOR PROPERTY
6 8627 CAUSAL INFERENCE//MARGINAL STRUCTURAL MODELS//DYNAMIC TREATMENT REGIMES
7 13686 CONFIDENCE CIRCLES//BIVARIATE MOMENT DECOMPOSITION//ASSOCIATION MODELS
8 17332 CAUSATION//COMMON CAUSE//SINGULAR CAUSATION
9 13752 IMPRECISE PROBABILITIES//NONPARAMETRIC PREDICTIVE INFERENCE//COHERENT LOWER PREVISIONS
10 26002 GENERALIZED NEAR INTEGER GAMMA DISTRIBUTION//GENERALIZED INTEGER GAMMA DISTRIBUTION//WEAKLY STABLE DISTRIBUTION

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