Class information for:
Level 1: MEAN FIELD VARIATIONAL BAYES//EXPECTATION PROPAGATION//GAUSSIAN BELIEF PROPAGATION GABP

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
1464 2             DIRICHLET PROCESS//BAYESIAN NONPARAMETRICS//MARKOV CHAIN MONTE CARLO 8006
24942 1                   MEAN FIELD VARIATIONAL BAYES//EXPECTATION PROPAGATION//GAUSSIAN BELIEF PROPAGATION GABP 319

Terms with highest relevance score


rank Category termType chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 MEAN FIELD VARIATIONAL BAYES authKW 987982 3% 100% 10
2 EXPECTATION PROPAGATION authKW 837860 7% 40% 21
3 GAUSSIAN BELIEF PROPAGATION GABP authKW 296395 1% 100% 3
4 VARIATIONAL BAYES authKW 242694 7% 11% 22
5 GAUSSIAN BELIEF PROPAGATION authKW 225821 1% 57% 4
6 VARIATIONAL APPROXIMATE INFERENCE authKW 222295 1% 75% 3
7 VARIATIONAL APPROXIMATION authKW 203812 4% 15% 14
8 FIXED FORM VARIATIONAL BAYES authKW 197596 1% 100% 2
9 NON CONJUGATE VARIATIONAL MESSAGE PASSING authKW 197596 1% 100% 2
10 NONCONJUGATE VARIATIONAL MESSAGE PASSING authKW 197596 1% 100% 2

Web of Science journal categories


chi_square_rank Category chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 Computer Science, Artificial Intelligence 9453 45% 0% 144
2 Statistics & Probability 3154 24% 0% 78
3 Automation & Control Systems 2036 17% 0% 54
4 Computer Science, Theory & Methods 331 9% 0% 30
5 Engineering, Electrical & Electronic 315 20% 0% 65
6 Computer Science, Interdisciplinary Applications 210 8% 0% 24
7 Mathematics, Interdisciplinary Applications 129 5% 0% 16
8 Robotics 121 2% 0% 6
9 Computer Science, Information Systems 56 4% 0% 13
10 Mathematical & Computational Biology 45 3% 0% 8

Address terms


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 CAMBRIDGE OFF 98798 0% 100% 1
2 INRIA FUTURS PROJECTS SELECT 98798 0% 100% 1
3 LINNAEUS ACCESS 98798 0% 100% 1
4 MACHINE PERCEPTMINIST EDUCSPEECH HEAR 98798 0% 100% 1
5 MATH BAT 425 98798 0% 100% 1
6 ROBOT PROGRAMS 98798 0% 100% 1
7 SHENZHEN SHENZHEN BIG DATA 98798 0% 100% 1
8 SMILE CLIN 98798 0% 100% 1
9 SOE2 98798 0% 100% 1
10 SWT 98798 0% 100% 1

Journals


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 JOURNAL OF MACHINE LEARNING RESEARCH 96902 13% 2% 40
2 BAYESIAN ANALYSIS 15636 3% 2% 8
3 NEURAL COMPUTATION 9752 5% 1% 16
4 JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS 4728 2% 1% 7
5 STATISTICS AND COMPUTING 4415 2% 1% 7
6 AUSTRALIAN & NEW ZEALAND JOURNAL OF STATISTICS 3974 2% 1% 5
7 COMPUTATIONAL STATISTICS & DATA ANALYSIS 2802 4% 0% 12
8 STATISTICAL SCIENCE 2273 1% 1% 4
9 IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE 2073 3% 0% 10
10 ELECTRONIC JOURNAL OF STATISTICS 1739 1% 0% 4

Author Key Words


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass LCSH search Wikipedia search
1 MEAN FIELD VARIATIONAL BAYES 987982 3% 100% 10 Search MEAN+FIELD+VARIATIONAL+BAYES Search MEAN+FIELD+VARIATIONAL+BAYES
2 EXPECTATION PROPAGATION 837860 7% 40% 21 Search EXPECTATION+PROPAGATION Search EXPECTATION+PROPAGATION
3 GAUSSIAN BELIEF PROPAGATION GABP 296395 1% 100% 3 Search GAUSSIAN+BELIEF+PROPAGATION+GABP Search GAUSSIAN+BELIEF+PROPAGATION+GABP
4 VARIATIONAL BAYES 242694 7% 11% 22 Search VARIATIONAL+BAYES Search VARIATIONAL+BAYES
5 GAUSSIAN BELIEF PROPAGATION 225821 1% 57% 4 Search GAUSSIAN+BELIEF+PROPAGATION Search GAUSSIAN+BELIEF+PROPAGATION
6 VARIATIONAL APPROXIMATE INFERENCE 222295 1% 75% 3 Search VARIATIONAL+APPROXIMATE+INFERENCE Search VARIATIONAL+APPROXIMATE+INFERENCE
7 VARIATIONAL APPROXIMATION 203812 4% 15% 14 Search VARIATIONAL+APPROXIMATION Search VARIATIONAL+APPROXIMATION
8 FIXED FORM VARIATIONAL BAYES 197596 1% 100% 2 Search FIXED+FORM+VARIATIONAL+BAYES Search FIXED+FORM+VARIATIONAL+BAYES
9 NON CONJUGATE VARIATIONAL MESSAGE PASSING 197596 1% 100% 2 Search NON+CONJUGATE+VARIATIONAL+MESSAGE+PASSING Search NON+CONJUGATE+VARIATIONAL+MESSAGE+PASSING
10 NONCONJUGATE VARIATIONAL MESSAGE PASSING 197596 1% 100% 2 Search NONCONJUGATE+VARIATIONAL+MESSAGE+PASSING Search NONCONJUGATE+VARIATIONAL+MESSAGE+PASSING

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 35480 GENERALIZED DIRICHLET//GENERALIZED DIRICHLET DISTRIBUTION//LIOUVILLE FAMILY OF DISTRIBUTIONS
2 7202 BAYES FACTOR//INTRINSIC PRIORS//INTRINSIC BAYES FACTOR
3 8004 BAYESIAN NONPARAMETRICS//DIRICHLET PROCESS//NONPARAMETRIC BAYES
4 10627 DISEASE MAPPING//CONDITIONAL AUTOREGRESSIVE MODEL//AREAL DATA
5 12562 GENERALIZATION ERROR//LINEAR PERCEPTRON//TRANSDISCIPLINARY SCI
6 3426 TWIN SUPPORT VECTOR MACHINE//SUPPORT VECTOR MACHINE//MULTIPLE KERNEL LEARNING
7 18783 INVERSE ISING PROBLEM//CORRELATED MUTATIONS//DIRECT COUPLING ANALYSIS
8 9932 CAVITY AND REPLICA METHOD//MESSAGE PASSING ALGORITHMS//NEURAL COMP GRP
9 16154 DISTRIBUTED ESTIMATION//ADAPTIVE NETWORKS//DISTRIBUTED OPTIMIZATION
10 9821 COUPLING FROM THE PAST//MARKOV CHAIN MONTE CARLO//GEOMETRIC ERGODICITY

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