Class information for:
Level 1: BAYESIAN NETWORKS//INFLUENCE DIAGRAMS//STRUCTURE LEARNING

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
3757 1                   BAYESIAN NETWORKS//INFLUENCE DIAGRAMS//STRUCTURE LEARNING 1951

Terms with highest relevance score


rank Category termType chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 BAYESIAN NETWORKS authKW 2308036 30% 24% 593
2 INFLUENCE DIAGRAMS authKW 512529 4% 42% 76
3 STRUCTURE LEARNING authKW 503941 4% 40% 79
4 INTERNATIONAL JOURNAL OF APPROXIMATE REASONING journal 326585 9% 11% 177
5 BELIEF NETWORKS authKW 281916 2% 39% 45
6 PROBABILISTIC REASONING authKW 239635 3% 24% 62
7 MIXTURES OF TRUNCATED EXPONENTIALS authKW 213779 1% 88% 15
8 HYBRID BAYESIAN NETWORKS authKW 201900 1% 83% 15
9 CAUSAL DISCOVERY authKW 194114 1% 48% 25
10 BAYESIAN NETWORK CLASSIFIERS authKW 186894 1% 64% 18

Web of Science journal categories


chi_square_rank Category chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 Computer Science, Artificial Intelligence 104044 60% 1% 1177
2 Computer Science, Information Systems 3850 12% 0% 236
3 Medical Informatics 3286 5% 0% 102
4 Computer Science, Theory & Methods 3166 12% 0% 226
5 Operations Research & Management Science 2668 9% 0% 171
6 Computer Science, Cybernetics 1906 3% 0% 59
7 Statistics & Probability 1497 7% 0% 141
8 Computer Science, Interdisciplinary Applications 1291 8% 0% 147
9 Automation & Control Systems 1146 5% 0% 106
10 Computer Science, Hardware & Architecture 514 3% 0% 62

Address terms


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 DECIS ANAL GRP 113067 0% 100% 7
2 DECIS SYST 63297 1% 28% 14
3 INTELLIGENT SYST PRAGUE 48457 0% 100% 3
4 RISK INFORMAT MANAGEMENT RIM GRP 43070 0% 67% 4
5 INTELLIGENT SYST PROGRAM 36727 1% 13% 17
6 COMPLEX SYST COMPUTAT GRP 36705 0% 45% 5
7 DHARMA ARTIFICIAL INTELLIGENCE 32305 0% 100% 2
8 DPTO ESTADIST IO CALC NUMER 32305 0% 100% 2
9 ENGN INFORMAT COMMUN ENGN BUNKYO KU 32305 0% 100% 2
10 LINA COMP SCI UMR 6241 32305 0% 100% 2

Journals


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 INTERNATIONAL JOURNAL OF APPROXIMATE REASONING 326585 9% 11% 177
2 JOURNAL OF MACHINE LEARNING RESEARCH 55598 4% 5% 75
3 ARTIFICIAL INTELLIGENCE 37576 4% 3% 74
4 JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH 25335 2% 4% 38
5 LECTURE NOTES IN ARTIFICIAL INTELLIGENCE 20142 7% 1% 144
6 INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS 16166 2% 3% 40
7 MACHINE LEARNING 14730 2% 3% 34
8 ARTIFICIAL INTELLIGENCE IN MEDICINE 11258 1% 3% 23
9 KNOWLEDGE-BASED SYSTEMS 7441 2% 1% 37
10 APPLIED INTELLIGENCE 6003 1% 2% 22

Author Key Words


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass LCSH search Wikipedia search
1 BAYESIAN NETWORKS 2308036 30% 24% 593 Search BAYESIAN+NETWORKS Search BAYESIAN+NETWORKS
2 INFLUENCE DIAGRAMS 512529 4% 42% 76 Search INFLUENCE+DIAGRAMS Search INFLUENCE+DIAGRAMS
3 STRUCTURE LEARNING 503941 4% 40% 79 Search STRUCTURE+LEARNING Search STRUCTURE+LEARNING
4 BELIEF NETWORKS 281916 2% 39% 45 Search BELIEF+NETWORKS Search BELIEF+NETWORKS
5 PROBABILISTIC REASONING 239635 3% 24% 62 Search PROBABILISTIC+REASONING Search PROBABILISTIC+REASONING
6 MIXTURES OF TRUNCATED EXPONENTIALS 213779 1% 88% 15 Search MIXTURES+OF+TRUNCATED+EXPONENTIALS Search MIXTURES+OF+TRUNCATED+EXPONENTIALS
7 HYBRID BAYESIAN NETWORKS 201900 1% 83% 15 Search HYBRID+BAYESIAN+NETWORKS Search HYBRID+BAYESIAN+NETWORKS
8 CAUSAL DISCOVERY 194114 1% 48% 25 Search CAUSAL+DISCOVERY Search CAUSAL+DISCOVERY
9 BAYESIAN NETWORK CLASSIFIERS 186894 1% 64% 18 Search BAYESIAN+NETWORK+CLASSIFIERS Search BAYESIAN+NETWORK+CLASSIFIERS
10 CHAIN EVENT GRAPHS 161524 1% 100% 10 Search CHAIN+EVENT+GRAPHS Search CHAIN+EVENT+GRAPHS

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 18704 CHAIN GRAPH//GRAPHICAL MARKOV MODEL//CONDITIONAL INDEPENDENCE
2 22775 BAYESIAN BELIEF NETWORK//BAYESIAN NETWORKS//PARTICIPATORY MODELLING
3 22920 NUMERICAL ATTRIBUTES//SUPERVISED DISCRETIZATION//DISCRETIZATION
4 13752 IMPRECISE PROBABILITIES//NONPARAMETRIC PREDICTIVE INFERENCE//COHERENT LOWER PREVISIONS
5 5342 GENE REGULATORY NETWORK//NETWORK INFERENCE//MATHEMATICAL & COMPUTATIONAL BIOLOGY
6 29152 FAULT PROPAGATION MODEL//EVENT CORRELATION//AUSTRALIA E HLTH
7 14854 GAUSSIAN GRAPHICAL MODEL//PRECISION MATRIX//GRAPHICAL LASSO
8 35480 GENERALIZED DIRICHLET//GENERALIZED DIRICHLET DISTRIBUTION//LIOUVILLE FAMILY OF DISTRIBUTIONS
9 11175 CADIAG 2//MEDICAL EXPERT SYSTEMS//MEDICAL INFORMATICS
10 13142 IMBALANCED DATASETS//IMBALANCED DATA//CLASS IMBALANCE

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