Class information for:
Level 2: DIRICHLET PROCESS//BAYESIAN NONPARAMETRICS//MARKOV CHAIN MONTE CARLO

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
5343 1                   MODEL BASED CLUSTERING//MIXTURE MODEL//EM ALGORITHM 1667
7202 1                   BAYES FACTOR//INTRINSIC PRIORS//INTRINSIC BAYES FACTOR 1421
8004 1                   BAYESIAN NONPARAMETRICS//DIRICHLET PROCESS//NONPARAMETRIC BAYES 1328
9821 1                   COUPLING FROM THE PAST//MARKOV CHAIN MONTE CARLO//GEOMETRIC ERGODICITY 1150
9911 1                   MARKOV RANDOM FIELD//ITERATIVE CONDITIONAL ESTIMATION//TRIPLET MARKOV CHAINS 1141
24942 1                   MEAN FIELD VARIATIONAL BAYES//EXPECTATION PROPAGATION//GAUSSIAN BELIEF PROPAGATION GABP 319
25373 1                   APPROXIMATE BAYESIAN COMPUTATION//LIKELIHOOD FREE INFERENCE//LIKELIHOOD FREE METHODS 307
26998 1                   BAYESIAN ROBUSTNESS//DENSITY RATIO CLASS//CLASS OF PRIORS 260
33401 1                   DEPENDENT MIXTURE MODEL//HMM WITH ADDITIVE WHITE GAUSSIAN NOISE//MIXED HIDDEN MARKOV MODELS 139
35480 1                   GENERALIZED DIRICHLET//GENERALIZED DIRICHLET DISTRIBUTION//LIOUVILLE FAMILY OF DISTRIBUTIONS 111
36478 1                   U SHAPED WELL//NESTED SAMPLING//ASYMPTOTIC DISTRIBUTION UNDER THE NULL HYPOTHESIS 98
38317 1                   INEXACTIFICATION//BAYESIAN PHILOSOPHY//BAYESIANS ANIMALS AS INFORMAL 65

Terms with highest relevance score


rank Category termType chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 DIRICHLET PROCESS authKW 659839 4% 58% 287
2 BAYESIAN NONPARAMETRICS authKW 608180 3% 72% 215
3 MARKOV CHAIN MONTE CARLO authKW 503653 8% 21% 613
4 STATISTICS & PROBABILITY WoSSC 483069 60% 3% 4768
5 MIXTURE MODEL authKW 414092 6% 24% 446
6 BAYES FACTOR authKW 403416 3% 37% 280
7 STATISTICS AND COMPUTING journal 281817 3% 26% 280
8 MODEL BASED CLUSTERING authKW 257068 2% 54% 121
9 GIBBS SAMPLER authKW 239599 3% 28% 221
10 EM ALGORITHM authKW 222241 5% 15% 382

Web of Science journal categories


chi_square_rank Category chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 Statistics & Probability 483069 60% 3% 4768
2 Computer Science, Artificial Intelligence 18178 13% 0% 1039
3 Mathematical & Computational Biology 10354 7% 1% 553
4 Mathematics, Interdisciplinary Applications 7321 7% 0% 583
5 Social Sciences, Mathematical Methods 7082 4% 1% 305
6 Computer Science, Interdisciplinary Applications 5369 8% 0% 607
7 Psychology, Mathematical 5090 2% 1% 151
8 Computer Science, Theory & Methods 3992 7% 0% 540
9 Engineering, Electrical & Electronic 1463 11% 0% 841
10 Biology 956 4% 0% 303

Address terms


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 STAT 144210 20% 2% 1598
2 DIPARTIMENTO ECON POLIT METODI QUANTITAT 29383 0% 36% 21
3 MATH STAT ACTUARIAL SCI 26034 1% 9% 70
4 STAT SCI 25975 2% 3% 195
5 STAT DECIS SCI 22504 1% 14% 41
6 REMOTE SENSING IMAGE PROC FUS GRP 21851 0% 56% 10
7 BIDSA 16393 0% 83% 5
8 PL STAT ECONOMETR 14805 0% 47% 8
9 DIPARTIMENTO STAT MATEMAT PLICATA 14491 0% 25% 15
10 CIISE 13113 0% 19% 18

Journals


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 STATISTICS AND COMPUTING 281817 3% 26% 280
2 BAYESIAN ANALYSIS 207418 2% 36% 146
3 JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS 150765 2% 19% 198
4 COMPUTATIONAL STATISTICS & DATA ANALYSIS 87599 4% 7% 336
5 JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION 66378 4% 6% 288
6 ANNALS OF STATISTICS 57012 3% 6% 241
7 ADVANCES IN DATA ANALYSIS AND CLASSIFICATION 43460 1% 23% 49
8 JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY 40797 1% 9% 115
9 ELECTRONIC JOURNAL OF STATISTICS 38248 1% 10% 94
10 JOURNAL OF CLASSIFICATION 31937 1% 13% 62

Author Key Words


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass LCSH search Wikipedia search
1 DIRICHLET PROCESS 659839 4% 58% 287 Search DIRICHLET+PROCESS Search DIRICHLET+PROCESS
2 BAYESIAN NONPARAMETRICS 608180 3% 72% 215 Search BAYESIAN+NONPARAMETRICS Search BAYESIAN+NONPARAMETRICS
3 MARKOV CHAIN MONTE CARLO 503653 8% 21% 613 Search MARKOV+CHAIN+MONTE+CARLO Search MARKOV+CHAIN+MONTE+CARLO
4 MIXTURE MODEL 414092 6% 24% 446 Search MIXTURE+MODEL Search MIXTURE+MODEL
5 BAYES FACTOR 403416 3% 37% 280 Search BAYES+FACTOR Search BAYES+FACTOR
6 MODEL BASED CLUSTERING 257068 2% 54% 121 Search MODEL+BASED+CLUSTERING Search MODEL+BASED+CLUSTERING
7 GIBBS SAMPLER 239599 3% 28% 221 Search GIBBS+SAMPLER Search GIBBS+SAMPLER
8 EM ALGORITHM 222241 5% 15% 382 Search EM+ALGORITHM Search EM+ALGORITHM
9 INTRINSIC PRIORS 196809 1% 98% 51 Search INTRINSIC+PRIORS Search INTRINSIC+PRIORS
10 NONPARAMETRIC BAYES 186263 1% 72% 66 Search NONPARAMETRIC+BAYES Search NONPARAMETRIC+BAYES

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 2


rank cluster_id2 link
1 3726 JOURNAL OF CLASSIFICATION//PSYCHOMETRIKA//HIERARCHICAL CLASSES
2 2457 FUZZY CLUSTERING//FUZZY C MEANS//CLUSTERING
3 1602 LASSO//BAYESIAN NETWORKS//VARIABLE SELECTION
4 329 STATISTICS & PROBABILITY//EMPIRICAL LIKELIHOOD//JOURNAL OF ECONOMETRICS
5 1342 DISEASE MAPPING//SMALL AREA ESTIMATION//STATISTICS & PROBABILITY
6 616 STATISTICS & PROBABILITY//NONPARAMETRIC REGRESSION//LONG MEMORY
7 726 STATISTICS & PROBABILITY//STATISTICS IN MEDICINE//MULTIPLE IMPUTATION
8 3183 SLICED INVERSE REGRESSION//SUFFICIENT DIMENSION REDUCTION//CENTRAL SUBSPACE
9 3204 EFFECT SIZE//NULL HYPOTHESIS SIGNIFICANCE TESTING//NHST
10 1054 PSYCHOLOGY, MATHEMATICAL//APPLIED PSYCHOLOGICAL MEASUREMENT//STRUCTURAL EQUATION MODELING-A MULTIDISCIPLINARY JOURNAL

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