Class information for:
Level 1: DIRICHLET PROCESS//BAYESIAN NONPARAMETRICS//NONPARAMETRIC BAYES

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
7897 1316 29.5 50%


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
7897 1                   DIRICHLET PROCESS//BAYESIAN NONPARAMETRICS//NONPARAMETRIC BAYES 1316

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 3358276 20% 56% 260
2 BAYESIAN NONPARAMETRICS authKW 3056725 14% 69% 190
3 NONPARAMETRIC BAYES authKW 777610 4% 62% 54
4 POSTERIOR CONSISTENCY authKW 727089 3% 73% 43
5 RANDOM PROBABILITY MEASURE authKW 539945 2% 73% 32
6 COMPLETELY RANDOM MEASURES authKW 426323 2% 88% 21
7 POLYA TREE authKW 414298 2% 71% 25
8 DIRICHLET PROCESS MIXTURE authKW 372854 2% 54% 30
9 DEPENDENT DIRICHLET PROCESS authKW 371216 2% 80% 20
10 PITMAN YOR PROCESS authKW 352904 1% 89% 17

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 142003 79% 1% 1045
2 Mathematical & Computational Biology 3028 9% 0% 119
3 Mathematics, Interdisciplinary Applications 1752 9% 0% 114
4 Social Sciences, Mathematical Methods 971 3% 0% 46
5 Computer Science, Artificial Intelligence 654 6% 0% 84
6 Biology 633 7% 0% 90
7 Psychology, Mathematical 217 1% 0% 13
8 Computer Science, Interdisciplinary Applications 172 4% 0% 49
9 Economics 97 4% 0% 52
10 Computer Science, Theory & Methods 62 3% 0% 34

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 DIPARTIMENTO ECON POLIT METODI QUANTITAT 129584 1% 31% 18
2 MATH STAT ACTUARIAL SCI 105807 4% 8% 56
3 DIPARTIMENTO STAT MATEMAT PLICATA 85557 1% 25% 15
4 BIDSA 46403 0% 100% 2
5 BIOSTAT WB4 46403 0% 100% 2
6 DIPARTIMENTO ECON POLIT METODI QUANTITATAVI 46403 0% 100% 2
7 STAT 34640 24% 0% 314
8 CARLO ALBERTO 30630 1% 11% 12
9 IAMI 28792 0% 21% 6
10 IST METODI QUANTITAT 27717 1% 17% 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 BAYESIAN ANALYSIS 172740 4% 14% 52
2 ANNALS OF STATISTICS 70145 8% 3% 109
3 ELECTRONIC JOURNAL OF STATISTICS 68344 4% 6% 49
4 JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION 23327 5% 1% 70
5 JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS 22785 2% 3% 31
6 BERNOULLI 17743 2% 3% 30
7 SCANDINAVIAN JOURNAL OF STATISTICS 14932 2% 2% 30
8 BIOMETRIKA 14603 3% 1% 45
9 STATISTICA SINICA 14066 3% 2% 33
10 JOURNAL OF STATISTICAL PLANNING AND INFERENCE 13167 4% 1% 59

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 3358276 20% 56% 260 Search DIRICHLET+PROCESS Search DIRICHLET+PROCESS
2 BAYESIAN NONPARAMETRICS 3056725 14% 69% 190 Search BAYESIAN+NONPARAMETRICS Search BAYESIAN+NONPARAMETRICS
3 NONPARAMETRIC BAYES 777610 4% 62% 54 Search NONPARAMETRIC+BAYES Search NONPARAMETRIC+BAYES
4 POSTERIOR CONSISTENCY 727089 3% 73% 43 Search POSTERIOR+CONSISTENCY Search POSTERIOR+CONSISTENCY
5 RANDOM PROBABILITY MEASURE 539945 2% 73% 32 Search RANDOM+PROBABILITY+MEASURE Search RANDOM+PROBABILITY+MEASURE
6 COMPLETELY RANDOM MEASURES 426323 2% 88% 21 Search COMPLETELY+RANDOM+MEASURES Search COMPLETELY+RANDOM+MEASURES
7 POLYA TREE 414298 2% 71% 25 Search POLYA+TREE Search POLYA+TREE
8 DIRICHLET PROCESS MIXTURE 372854 2% 54% 30 Search DIRICHLET+PROCESS+MIXTURE Search DIRICHLET+PROCESS+MIXTURE
9 DEPENDENT DIRICHLET PROCESS 371216 2% 80% 20 Search DEPENDENT+DIRICHLET+PROCESS Search DEPENDENT+DIRICHLET+PROCESS
10 PITMAN YOR PROCESS 352904 1% 89% 17 Search PITMAN+YOR+PROCESS Search PITMAN+YOR+PROCESS

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 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 73 97% 0
2 MULLER, P , MITRA, R , (2013) BAYESIAN NONPARAMETRIC INFERENCE - WHY AND HOW.BAYESIAN ANALYSIS. VOL. 8. ISSUE 2. P. 269 -302 47 81% 11
3 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 42 89% 1
4 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 48 86% 13
5 SCRICCIOLO, C , (2015) BAYESIAN ADAPTATION.JOURNAL OF STATISTICAL PLANNING AND INFERENCE. VOL. 166. ISSUE . P. 87 -101 37 95% 0
6 MULLER, P , QUINTANA, FA , (2004) NONPARAMETRIC BAYESIAN DATA ANALYSIS.STATISTICAL SCIENCE. VOL. 19. ISSUE 1. P. 95-110 59 62% 171
7 MENA, RH , RUGGIERO, M , (2016) DYNAMIC DENSITY ESTIMATION WITH DIFFUSIVE DIRICHLET MIXTURES.BERNOULLI. VOL. 22. ISSUE 2. P. 901 -926 34 92% 1
8 ARBEL, J , PRUNSTER, I , (2017) A MOMENT-MATCHING FERGUSON & KLASS ALGORITHM.STATISTICS AND COMPUTING. VOL. 27. ISSUE 1. P. 3 -17 20 100% 1
9 GRIFFIN, JE , (2016) AN ADAPTIVE TRUNCATION METHOD FOR INFERENCE IN BAYESIAN NONPARAMETRIC MODELS.STATISTICS AND COMPUTING. VOL. 26. ISSUE 1-2. P. 423 -441 32 80% 2
10 PATI, D , DUNSON, DB , TOKDAR, ST , (2013) POSTERIOR CONSISTENCY IN CONDITIONAL DISTRIBUTION ESTIMATION.JOURNAL OF MULTIVARIATE ANALYSIS. VOL. 116. ISSUE . P. 456-472 30 94% 13

Classes with closest relation at Level 1


Rank Class id link
1 9220 MARKOV CHAIN MONTE CARLO//COUPLING FROM THE PAST//GEOMETRIC ERGODICITY
2 10560 BAYES FACTOR//INTRINSIC PRIORS//INTRINSIC BAYES FACTOR
3 4730 MIXTURE MODEL//MODEL BASED CLUSTERING//EM ALGORITHM
4 28014 MEAN FIELD VARIATIONAL BAYES//EXPECTATION PROPAGATION//VARIATIONAL BAYES
5 25853 EXCITED RANDOM WALK//REINFORCED RANDOM WALK//SELF INTERACTING RANDOM WALK
6 25624 BAYESIAN ROBUSTNESS//CLASS OF PRIORS//CLASSES OF PRIORS
7 16147 WRIGHT FISHER MODEL//LAMBDA COALESCENT//COALESCENT
8 11163 WHITE NOISE MODEL//ADAPTIVE ESTIMATION//MINIMAX RISK
9 19651 ISOTONIC REGRESSION//MONOTONE REGRESSION//SHAPE CONSTRAINTS
10 14266 QUANTILE REGRESSION//REGRESSION QUANTILES//ASYMMETRIC LAPLACE DISTRIBUTION

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