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

Basic class information
ID Publications Average number
of references		 Avg. shr. active
ref. in WoS
1409 7552 26.3 47%


Bar chart of Publication_year

Last years might be incomplete

Classes in level above (level 3)


ID, lev.
above		 Publications Label for level above
35 104217 STATISTICS & PROBABILITY//COMMUNICATIONS IN STATISTICS-THEORY AND METHODS//STAT

Classes in level below (level 1)


ID, lev. below Publications Label for level below
6340 1432 MODEL BASED CLUSTERING//MIXTURE MODELS//NONPARAMETRIC MIXTURE
7693 1260 INTRINSIC PRIORS//BAYES FACTOR//INTRINSIC BAYES FACTOR
9163 1114 DIRICHLET PROCESS//BAYESIAN NONPARAMETRICS//POSTERIOR CONSISTENCY
9500 1082 SEQUENTIAL MONTE CARLO//MIXTURE KALMAN FILTER//STOCHASTIC VOLATILITY
9603 1072 COUPLING FROM THE PAST//ADAPTIVE MARKOV CHAIN MONTE CARLO//GEOMETRIC ERGODICITY
9871 1048 TRIPLET MARKOV CHAINS//ITERATIVE CONDITIONAL ESTIMATION//AUTOLOGISTIC DISTRIBUTION
24388 263 BAYESIAN ROBUSTNESS//CLASS OF PRIORS//CLASSES OF PRIORS
27706 183 MEAN FIELD VARIATIONAL BAYES//EXPECTATION PROPAGATION//GAUSSIAN PROCESSES MODEL
33085 98 FEATURELESS OBJECTS//CIRCULANT SYMMETRY//EDGE TRANSFORMATION

Terms with highest relevance score


Rank Term Type of term Relevance score
(tfidf)		 Class's shr.
of term's tot.
occurrences		 Shr. of publ.
in class containing
term		 Num. of
publ. in
class
1 DIRICHLET PROCESS Author keyword 185 56% 3% 225
2 MARKOV CHAIN MONTE CARLO Author keyword 148 22% 8% 603
3 BAYESIAN NONPARAMETRICS Author keyword 142 67% 2% 127
4 BAYES FACTOR Author keyword 97 39% 3% 197
5 POSTERIOR CONSISTENCY Author keyword 89 84% 1% 48
6 STATISTICS AND COMPUTING Journal 74 27% 3% 239
7 GIBBS SAMPLER Author keyword 62 25% 3% 211
8 BAYESIAN ANALYSIS Journal 61 39% 2% 124
9 NONPARAMETRIC BAYES Author keyword 59 67% 1% 54
10 INTRINSIC PRIORS Author keyword 58 86% 0% 30

Web of Science journal categories

Author Key Words


Rank Web of Science journal category Relevance score
(tfidf)		 Class's shr.
of term's tot.
occurrences		 Shr. of publ.
in class containing
term		 Num. of
publ. in
class		 LCSH search Wikipedia search
1 DIRICHLET PROCESS 185 56% 3% 225 Search DIRICHLET+PROCESS Search DIRICHLET+PROCESS
2 MARKOV CHAIN MONTE CARLO 148 22% 8% 603 Search MARKOV+CHAIN+MONTE+CARLO Search MARKOV+CHAIN+MONTE+CARLO
3 BAYESIAN NONPARAMETRICS 142 67% 2% 127 Search BAYESIAN+NONPARAMETRICS Search BAYESIAN+NONPARAMETRICS
4 BAYES FACTOR 97 39% 3% 197 Search BAYES+FACTOR Search BAYES+FACTOR
5 POSTERIOR CONSISTENCY 89 84% 1% 48 Search POSTERIOR+CONSISTENCY Search POSTERIOR+CONSISTENCY
6 GIBBS SAMPLER 62 25% 3% 211 Search GIBBS+SAMPLER Search GIBBS+SAMPLER
7 NONPARAMETRIC BAYES 59 67% 1% 54 Search NONPARAMETRIC+BAYES Search NONPARAMETRIC+BAYES
8 INTRINSIC PRIORS 58 86% 0% 30 Search INTRINSIC+PRIORS Search INTRINSIC+PRIORS
9 MIXTURE MODELS 48 22% 3% 190 Search MIXTURE+MODELS Search MIXTURE+MODELS
10 INTRINSIC BAYES FACTOR 45 83% 0% 25 Search INTRINSIC+BAYES+FACTOR Search INTRINSIC+BAYES+FACTOR

Key Words Plus


Rank Web of Science journal category Relevance score
(tfidf)		 Class's shr.
of term's tot.
occurrences		 Shr. of publ.
in class containing
term		 Num. of
publ. in
class
1 NONPARAMETRIC PROBLEMS 147 55% 2% 183
2 POSTERIOR DISTRIBUTIONS 127 46% 3% 203
3 PRIORS 100 29% 4% 289
4 HASTINGS 77 74% 1% 57
5 METROPOLIS ALGORITHMS 67 78% 1% 45
6 UNKNOWN NUMBER 67 52% 1% 91
7 DIRICHLET PROCESS MIXTURE 61 69% 1% 52
8 DIRICHLET PROCESS 59 63% 1% 60
9 CHAIN MONTE CARLO 58 21% 3% 249
10 EM ALGORITHM 57 11% 6% 490

Journals


Rank Web of Science journal category Relevance score
(tfidf)		 Class's shr.
of term's tot.
occurrences		 Shr. of publ.
in class containing
term		 Num. of
publ. in
class
1 STATISTICS AND COMPUTING 74 27% 3% 239
2 BAYESIAN ANALYSIS 61 39% 2% 124
3 JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS 33 18% 2% 164
4 JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY 15 11% 2% 127
5 STATISTICAL SCIENCE 7 10% 1% 65
6 ELECTRONIC JOURNAL OF STATISTICS 6 10% 1% 61
7 ADVANCES IN DATA ANALYSIS AND CLASSIFICATION 4 15% 0% 24
8 STATISTICAL MODELLING 3 10% 0% 27

Reviews


Title Publ. year Cit. Active references % act. ref.
to same field
Particle Markov chain Monte Carlo methods 2010 164 54 63%
Model-based clustering, discriminant analysis, and density estimation 2002 989 79 48%
An overview of existing methods and recent advances in sequential Monte Carlo 2007 225 49 69%
Mixtures of g priors for Bayesian variable selection 2008 170 24 63%
BAYES FACTORS 1995 4410 66 47%
Riemann manifold Langevin and Hamiltonian Monte Carlo methods 2011 98 103 38%
Fight sample degeneracy and impoverishment in particle filters: A review of intelligent approaches 2014 6 53 53%
Bayesian model selection: The steepest mountain to climb 2014 4 21 67%
Nonparametric Bayesian data analysis 2004 151 95 76%
Model uncertainty 2004 141 84 80%

Address terms


Rank Address term Relevance score
(tfidf)		 Class's shr.
of term's tot.
occurrences		 Shr. of publ.
in class containing
term		 Num. of
publ. in
class
1 DIPARTIMENTO ECON POLIT METODI QUANTITAT 10 38% 0.3% 22
2 STAT DECIS SCI 10 18% 0.7% 50
3 PL STAT ECONOMETR 9 64% 0.1% 9
4 MATH STAT ACTUARIAL SCI 9 12% 0.9% 70
5 REMOTE SENSING IMAGE PROC FUS GRP 8 70% 0.1% 7
6 CNRSUMR 5157 6 53% 0.1% 8
7 UMR 5157 5 29% 0.2% 16
8 CITI 5 14% 0.4% 33
9 DIPARTIMENTO STAT MATEMAT PLICATA 4 25% 0.2% 15
10 URGV UMR INRA 1165 4 75% 0.0% 3

Related classes at same level (level 2)


Rank Relatedness score Related classes
1 0.0000018247 MULTIPLE IMPUTATION//LIFETIME DATA ANALYSIS//STATISTICS IN MEDICINE
2 0.0000016878 COMMUNICATIONS IN STATISTICS-THEORY AND METHODS//LOCAL INFLUENCE//BIRNBAUM SAUNDERS DISTRIBUTION
3 0.0000016676 FUZZY CLUSTERING//CLUSTER VALIDITY//SUBSPACE CLUSTERING
4 0.0000016248 DISEASE MAPPING//LIGHT POLLUTION//CLUSTER DETECTION
5 0.0000016073 NONPARAMETRIC REGRESSION//ORACLE PROPERTY//SUFFICIENT DIMENSION REDUCTION
6 0.0000014659 TEXTURE CLASSIFICATION//TEXTURE ANALYSIS//TEXTURE SEGMENTATION
7 0.0000013978 LONG MEMORY//JOURNAL OF TIME SERIES ANALYSIS//JOURNAL OF ECONOMETRICS
8 0.0000013700 BAYESIAN NETWORKS//FUZZY COGNITIVE MAPS//CONDITIONAL INDEPENDENCE
9 0.0000012588 BIRTH AND DEATH CHAINS//CUTOFF PHENOMENON//LATTICE ORDERED ALGEBRA
10 0.0000011707 ACTUAL ERROR RATE//CANONICAL CORRELATION COEFFICIENT//RELATIVE WEIGHT ANALYSIS