Class information for:
Level 2: DIRICHLET PROCESS//BAYESIAN NONPARAMETRICS//STATISTICS & PROBABILITY

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
1916 5867 27.9 48%


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
4730 1                   MIXTURE MODEL//MODEL BASED CLUSTERING//EM ALGORITHM 1736
7897 1                   DIRICHLET PROCESS//BAYESIAN NONPARAMETRICS//NONPARAMETRIC BAYES 1316
9220 1                   MARKOV CHAIN MONTE CARLO//COUPLING FROM THE PAST//GEOMETRIC ERGODICITY 1176
10560 1                   BAYES FACTOR//INTRINSIC PRIORS//INTRINSIC BAYES FACTOR 1053
25624 1                   BAYESIAN ROBUSTNESS//CLASS OF PRIORS//CLASSES OF PRIORS 276
28014 1                   MEAN FIELD VARIATIONAL BAYES//EXPECTATION PROPAGATION//VARIATIONAL BAYES 216
35648 1                   DISTRIBUTED DENSITY ESTIMATION//IDU GRP//P2P DATA MINING 94

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 DIRICHLET PROCESS authKW 866973 5% 60% 279
2 BAYESIAN NONPARAMETRICS authKW 721901 3% 71% 195
3 STATISTICS & PROBABILITY WoSSC 490057 70% 2% 4103
4 BAYES FACTOR authKW 489558 4% 36% 262
5 MARKOV CHAIN MONTE CARLO authKW 474063 9% 18% 506
6 MIXTURE MODEL authKW 471457 7% 23% 402
7 MODEL BASED CLUSTERING authKW 292847 2% 52% 109
8 GIBBS SAMPLER authKW 271519 3% 26% 202
9 EM ALGORITHM authKW 251699 6% 14% 347
10 INTRINSIC PRIORS authKW 249728 1% 100% 48

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 Statistics & Probability 490057 70% 2% 4103
2 Computer Science, Artificial Intelligence 9169 11% 0% 634
3 Mathematical & Computational Biology 7843 7% 0% 409
4 Mathematics, Interdisciplinary Applications 4678 7% 0% 400
5 Social Sciences, Mathematical Methods 4152 3% 0% 201
6 Computer Science, Interdisciplinary Applications 4115 8% 0% 452
7 Psychology, Mathematical 2603 2% 1% 93
8 Computer Science, Theory & Methods 2514 6% 0% 371
9 Biology 963 4% 0% 253
10 Medical Informatics 466 1% 0% 73

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 STAT 146984 23% 2% 1366
2 DIPARTIMENTO ECON POLIT METODI QUANTITAT 39531 0% 36% 21
3 MATH STAT ACTUARIAL SCI 36982 1% 10% 70
4 STAT DECIS SCI 34658 1% 15% 44
5 STAT SCI 23093 3% 3% 154
6 CIISE 20609 0% 21% 19
7 DIPARTIMENTO STAT MATEMAT PLICATA 19168 0% 25% 15
8 PL STAT ECONOMETR 15925 0% 44% 7
9 CONCORDIA INFORMAT SYST ENGN 15918 1% 10% 31
10 EA 4543 12130 0% 33% 7

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 STATISTICS AND COMPUTING 241983 4% 21% 217
2 BAYESIAN ANALYSIS 199406 2% 33% 118
3 JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS 144852 3% 17% 165
4 COMPUTATIONAL STATISTICS & DATA ANALYSIS 82816 5% 6% 281
5 JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION 72657 4% 5% 261
6 ANNALS OF STATISTICS 63274 4% 6% 219
7 ELECTRONIC JOURNAL OF STATISTICS 47118 1% 11% 86
8 JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY 44324 2% 8% 103
9 ADVANCES IN DATA ANALYSIS AND CLASSIFICATION 43981 1% 21% 40
10 JOURNAL OF STATISTICAL PLANNING AND INFERENCE 32494 3% 3% 196

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 DIRICHLET PROCESS 866973 5% 60% 279 Search DIRICHLET+PROCESS Search DIRICHLET+PROCESS
2 BAYESIAN NONPARAMETRICS 721901 3% 71% 195 Search BAYESIAN+NONPARAMETRICS Search BAYESIAN+NONPARAMETRICS
3 BAYES FACTOR 489558 4% 36% 262 Search BAYES+FACTOR Search BAYES+FACTOR
4 MARKOV CHAIN MONTE CARLO 474063 9% 18% 506 Search MARKOV+CHAIN+MONTE+CARLO Search MARKOV+CHAIN+MONTE+CARLO
5 MIXTURE MODEL 471457 7% 23% 402 Search MIXTURE+MODEL Search MIXTURE+MODEL
6 MODEL BASED CLUSTERING 292847 2% 52% 109 Search MODEL+BASED+CLUSTERING Search MODEL+BASED+CLUSTERING
7 GIBBS SAMPLER 271519 3% 26% 202 Search GIBBS+SAMPLER Search GIBBS+SAMPLER
8 EM ALGORITHM 251699 6% 14% 347 Search EM+ALGORITHM Search EM+ALGORITHM
9 INTRINSIC PRIORS 249728 1% 100% 48 Search INTRINSIC+PRIORS Search INTRINSIC+PRIORS
10 NONPARAMETRIC BAYES 215246 1% 69% 60 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.


Rank Reference # ref. in
cl.		 Shr. of ref. in
cl.		 Citations
1 MCNICHOLAS, PD , (2016) MODEL-BASED CLUSTERING.JOURNAL OF CLASSIFICATION. VOL. 33. ISSUE 3. P. 331 -373 103 80% 0
2 JARA, A , (2017) THEORY AND COMPUTATIONS FOR THE DIRICHLET PROCESS AND RELATED MODELS: AN OVERVIEW.INTERNATIONAL JOURNAL OF APPROXIMATE REASONING. VOL. 81. ISSUE . P. 128 -146 75 100% 0
3 MULLER, P , QUINTANA, FA , (2004) NONPARAMETRIC BAYESIAN DATA ANALYSIS.STATISTICAL SCIENCE. VOL. 19. ISSUE 1. P. 95-110 70 74% 171
4 BOUVEYRON, C , BRUNET-SAUMARD, C , (2014) MODEL-BASED CLUSTERING OF HIGH-DIMENSIONAL DATA: A REVIEW.COMPUTATIONAL STATISTICS & DATA ANALYSIS. VOL. 71. ISSUE . P. 52 -78 47 77% 34
5 CLYDE, M , GEORGE, EI , (2004) MODEL UNCERTAINTY.STATISTICAL SCIENCE. VOL. 19. ISSUE 1. P. 81-94 63 75% 161
6 NAVARRETE, C , QUINTANA, FA , MULLER, P , (2008) SOME ISSUES IN NONPARAMETRIC BAYESIAN MODELLING USING SPECIES SAMPLING MODELS.STATISTICAL MODELLING. VOL. 8. ISSUE 1. P. 3-21 53 95% 13
7 GREEN, PJ , LATUSZYNSKI, K , PEREYRA, M , ROBERT, CP , (2015) BAYESIAN COMPUTATION: A SUMMARY OF THE CURRENT STATE, AND SAMPLES BACKWARDS AND FORWARDS.STATISTICS AND COMPUTING. VOL. 25. ISSUE 4. P. 835 -862 71 56% 4
8 MALSINER-WALLI, G , FRUHWIRTH-SCHNATTER, S , GRUN, B , (2016) MODEL-BASED CLUSTERING BASED ON SPARSE FINITE GAUSSIAN MIXTURES.STATISTICS AND COMPUTING. VOL. 26. ISSUE 1-2. P. 303 -324 42 84% 2
9 DE BLASI, P , FAVARO, S , LIJOI, A , MENA, RH , PRUNSTER, I , RUGGIERO, M , (2015) ARE GIBBS-TYPE PRIORS THE MOST NATURAL GENERALIZATION OF THE DIRICHLET PROCESS?.IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE. VOL. 37. ISSUE 2. P. 212 -229 43 91% 1
10 MULLER, P , MITRA, R , (2013) BAYESIAN NONPARAMETRIC INFERENCE - WHY AND HOW.BAYESIAN ANALYSIS. VOL. 8. ISSUE 2. P. 269 -302 47 81% 11

Classes with closest relation at Level 2


Rank Class id link
1 1563 LASSO//VARIABLE SELECTION//SLICED INVERSE REGRESSION
2 2513 DISEASE MAPPING//CLUSTER DETECTION//SCAN STATISTIC
3 2490 TEXTURE CLASSIFICATION//TEXTURE SEGMENTATION//DIRECTIONAL DATA
4 970 STATISTICS & PROBABILITY//COMMUNICATIONS IN STATISTICS-THEORY AND METHODS//LOCAL INFLUENCE
5 319 STATISTICS & PROBABILITY//STATISTICS IN MEDICINE//BIOMETRICS
6 189 STATISTICS & PROBABILITY//NONPARAMETRIC REGRESSION//ANNALS OF STATISTICS
7 2651 STEINS METHOD//ZERO INFLATION//POISSON APPROXIMATION
8 1959 INTERNATIONAL JOURNAL OF FORECASTING//JOURNAL OF FORECASTING//STATISTICS & PROBABILITY
9 1137 ORDER STATISTICS//STATISTICS & PROBABILITY//COMMUNICATIONS IN STATISTICS-THEORY AND METHODS
10 3097 EFFECT SIZE//NULL HYPOTHESIS SIGNIFICANCE TESTING//NHST

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