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

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
28014 216 33.2 43%


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
1916 2             DIRICHLET PROCESS//BAYESIAN NONPARAMETRICS//STATISTICS & PROBABILITY 5867
28014 1                   MEAN FIELD VARIATIONAL BAYES//EXPECTATION PROPAGATION//VARIATIONAL BAYES 216

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 MEAN FIELD VARIATIONAL BAYES authKW 1272308 4% 100% 9
2 EXPECTATION PROPAGATION authKW 1041481 9% 39% 19
3 VARIATIONAL BAYES authKW 457418 11% 13% 24
4 VARIATIONAL APPROXIMATE INFERENCE authKW 318076 1% 75% 3
5 VARIATIONAL APPROXIMATION authKW 311303 6% 16% 14
6 BAYESIAN PROBIT MODEL authKW 282735 1% 100% 2
7 FIXED FORM VARIATIONAL BAYES authKW 282735 1% 100% 2
8 MANIFOLD PRESERVING GRAPH REDUCTION authKW 282735 1% 100% 2
9 NON CONJUGATE VARIATIONAL MESSAGE PASSING authKW 282735 1% 100% 2
10 NONCONJUGATE VARIATIONAL MESSAGE PASSING authKW 282735 1% 100% 2

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 Computer Science, Artificial Intelligence 7684 49% 0% 106
2 Statistics & Probability 3800 32% 0% 70
3 Automation & Control Systems 1524 18% 0% 38
4 Robotics 129 2% 0% 5
5 Computer Science, Interdisciplinary Applications 120 7% 0% 15
6 Computer Science, Theory & Methods 114 7% 0% 15
7 Engineering, Electrical & Electronic 92 14% 0% 31
8 Mathematics, Interdisciplinary Applications 74 5% 0% 10
9 Mathematical & Computational Biology 55 3% 0% 7
10 Imaging Science & Photographic Technology 16 1% 0% 3

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 DCHA 42C01 141368 0% 100% 1
2 INRIA FUTURS PROJECTS SELECT 141368 0% 100% 1
3 MACHINE PERCEPTMINIST EDUCSPEECH HEAR 141368 0% 100% 1
4 MATH BAT 425 141368 0% 100% 1
5 SMILE CLIN 141368 0% 100% 1
6 SOE2 141368 0% 100% 1
7 THEORET FDN SNN 141368 0% 100% 1
8 ASTROINFORMAT GRP 70683 0% 50% 1
9 BERLIN BIG DATA 70683 0% 50% 1
10 TELECOMS ELECT 70683 0% 50% 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 JOURNAL OF MACHINE LEARNING RESEARCH 116924 17% 2% 36
2 BAYESIAN ANALYSIS 31527 4% 2% 9
3 STATISTICS AND COMPUTING 6838 3% 1% 7
4 AUSTRALIAN & NEW ZEALAND JOURNAL OF STATISTICS 5812 2% 1% 5
5 JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS 5202 3% 1% 6
6 NEURAL COMPUTATION 4544 4% 0% 9
7 ELECTRONIC JOURNAL OF STATISTICS 4332 2% 1% 5
8 COMPUTATIONAL STATISTICS & DATA ANALYSIS 3448 5% 0% 11
9 STATISTICAL SCIENCE 3393 2% 1% 4
10 IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE 3065 5% 0% 10

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 MEAN FIELD VARIATIONAL BAYES 1272308 4% 100% 9 Search MEAN+FIELD+VARIATIONAL+BAYES Search MEAN+FIELD+VARIATIONAL+BAYES
2 EXPECTATION PROPAGATION 1041481 9% 39% 19 Search EXPECTATION+PROPAGATION Search EXPECTATION+PROPAGATION
3 VARIATIONAL BAYES 457418 11% 13% 24 Search VARIATIONAL+BAYES Search VARIATIONAL+BAYES
4 VARIATIONAL APPROXIMATE INFERENCE 318076 1% 75% 3 Search VARIATIONAL+APPROXIMATE+INFERENCE Search VARIATIONAL+APPROXIMATE+INFERENCE
5 VARIATIONAL APPROXIMATION 311303 6% 16% 14 Search VARIATIONAL+APPROXIMATION Search VARIATIONAL+APPROXIMATION
6 BAYESIAN PROBIT MODEL 282735 1% 100% 2 Search BAYESIAN+PROBIT+MODEL Search BAYESIAN+PROBIT+MODEL
7 FIXED FORM VARIATIONAL BAYES 282735 1% 100% 2 Search FIXED+FORM+VARIATIONAL+BAYES Search FIXED+FORM+VARIATIONAL+BAYES
8 MANIFOLD PRESERVING GRAPH REDUCTION 282735 1% 100% 2 Search MANIFOLD+PRESERVING+GRAPH+REDUCTION Search MANIFOLD+PRESERVING+GRAPH+REDUCTION
9 NON CONJUGATE VARIATIONAL MESSAGE PASSING 282735 1% 100% 2 Search NON+CONJUGATE+VARIATIONAL+MESSAGE+PASSING Search NON+CONJUGATE+VARIATIONAL+MESSAGE+PASSING
10 NONCONJUGATE VARIATIONAL MESSAGE PASSING 282735 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.


Rank Reference # ref.
in cl.		 Shr. of ref. in
cl.		 Citations
1 ROHDE, D , WAND, MP , (2016) SEMIPARAMETRIC MEAN FIELD VARIATIONAL BAYES: GENERAL PRINCIPLES AND NUMERICAL ISSUES.JOURNAL OF MACHINE LEARNING RESEARCH. VOL. 17. ISSUE . P. - 16 67% 0
2 MENICTAS, M , WAND, MP , (2015) VARIATIONAL INFERENCE FOR HETEROSCEDASTIC SEMIPARAMETRIC REGRESSION.AUSTRALIAN & NEW ZEALAND JOURNAL OF STATISTICS. VOL. 57. ISSUE 1. P. 119 -138 12 75% 0
3 LEE, CYY , WAND, MP , (2016) STREAMLINED MEAN FIELD VARIATIONAL BAYES FOR LONGITUDINAL AND MULTILEVEL DATA ANALYSIS.BIOMETRICAL JOURNAL. VOL. 58. ISSUE 4. P. 868 -895 11 69% 0
4 LEE, CYY , WAND, MP , (2016) VARIATIONAL METHODS FOR FITTING COMPLEX BAYESIAN MIXED EFFECTS MODELS TO HEALTH DATA.STATISTICS IN MEDICINE. VOL. 35. ISSUE 2. P. 165 -188 16 44% 0
5 TAN, LSL , ONG, VMH , NOTT, DJ , JASRA, A , (2016) VARIATIONAL INFERENCE FOR SPARSE SPECTRUM GAUSSIAN PROCESS REGRESSION.STATISTICS AND COMPUTING. VOL. 26. ISSUE 6. P. 1243 -1261 13 54% 0
6 ORMEROD, JT , WAND, MP , (2010) EXPLAINING VARIATIONAL APPROXIMATIONS.AMERICAN STATISTICIAN. VOL. 64. ISSUE 2. P. 140 -153 10 63% 47
7 CHALLIS, E , BARBER, D , (2013) GAUSSIAN KULLBACK-LEIBLER APPROXIMATE INFERENCE.JOURNAL OF MACHINE LEARNING RESEARCH. VOL. 14. ISSUE . P. 2239-2286 10 63% 5
8 RIIHIMAKI, J , JYLANKI, P , VEHTARI, A , (2013) NESTED EXPECTATION PROPAGATION FOR GAUSSIAN PROCESS CLASSIFICATION WITH A MULTINOMIAL PROBIT LIKELIHOOD.JOURNAL OF MACHINE LEARNING RESEARCH. VOL. 14. ISSUE . P. 75-109 8 73% 4
9 BUGBEE, BD , BREIDT, FJ , VAN DER WOERD, MJ , (2016) LAPLACE VARIATIONAL APPROXIMATION FOR SEMIPARAMETRIC REGRESSION IN THE PRESENCE OF HETEROSCEDASTIC ERRORS.JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS. VOL. 25. ISSUE 1. P. 225 -245 11 50% 0
10 VEHTARI, A , MONONEN, T , TOLVANEN, V , SIVULA, T , WINTHER, O , (2016) BAYESIAN LEAVE-ONE-OUT CROSS VALIDATION APPROXIMATIONS FOR GAUSSIAN LATENT VARIABLE MODELS.JOURNAL OF MACHINE LEARNING RESEARCH. VOL. 17. ISSUE . P. - 13 42% 0

Classes with closest relation at Level 1


Rank Class id link
1 35648 DISTRIBUTED DENSITY ESTIMATION//IDU GRP//P2P DATA MINING
2 37501 COMBINATION TECHNIQUE//TWO SCALE DISCRETIZATION//SPARSE GRIDS
3 13588 GENERALIZATION ERROR//TRANSDISCIPLINARY SCI//ENSEMBLE TEACHERS
4 30356 SUBMODULAR FUNCTION MAXIMIZATION//MONOTONE LINKAGE FUNCTION//MONOTONE SUBMODULAR SET FUNCTION
5 33771 AUTOMOTIVE TEST//UNMANNED ROBOT//DECISION TREE ENSEMBLE
6 4730 MIXTURE MODEL//MODEL BASED CLUSTERING//EM ALGORITHM
7 10560 BAYES FACTOR//INTRINSIC PRIORS//INTRINSIC BAYES FACTOR
8 10226 DISEASE MAPPING//CONDITIONAL AUTOREGRESSIVE MODEL//GEOGRAPHIC EPIDEMIOLOGY
9 7897 DIRICHLET PROCESS//BAYESIAN NONPARAMETRICS//NONPARAMETRIC BAYES
10 9220 MARKOV CHAIN MONTE CARLO//COUPLING FROM THE PAST//GEOMETRIC ERGODICITY

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