Class information for:
Level 1: MODEL BASED CLUSTERING//MIXTURE MODELS//NONPARAMETRIC MIXTURE

Basic class information
ID Publications Average number
of references		 Avg. shr. active
ref. in WoS
6340 1432 26.7 45%


Bar chart of Publication_year

Last years might be incomplete

Classes in level above (level 2)


ID, lev.
above		 Publications Label for level above
1409 7552 DIRICHLET PROCESS//MARKOV CHAIN MONTE CARLO//BAYESIAN NONPARAMETRICS

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 MODEL BASED CLUSTERING Author keyword 27 34% 5% 65
2 MIXTURE MODELS Author keyword 24 16% 10% 137
3 NONPARAMETRIC MIXTURE Author keyword 10 73% 1% 8
4 TRIMMED K MEANS Author keyword 10 73% 1% 8
5 CLUSTERWISE REGRESSION Author keyword 9 67% 1% 8
6 GENERALIZED DIRICHLET Author keyword 9 55% 1% 11
7 FINITE MIXTURE Author keyword 8 26% 2% 27
8 MODIFIED LIKELIHOOD RATIO TEST Author keyword 7 64% 0% 7
9 NUMBER OF COMPONENTS Author keyword 7 36% 1% 15
10 FINITE MIXTURE MODELS Author keyword 6 18% 2% 32

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 MODEL BASED CLUSTERING 27 34% 5% 65 Search MODEL+BASED+CLUSTERING Search MODEL+BASED+CLUSTERING
2 MIXTURE MODELS 24 16% 10% 137 Search MIXTURE+MODELS Search MIXTURE+MODELS
3 NONPARAMETRIC MIXTURE 10 73% 1% 8 Search NONPARAMETRIC+MIXTURE Search NONPARAMETRIC+MIXTURE
4 TRIMMED K MEANS 10 73% 1% 8 Search TRIMMED+K+MEANS Search TRIMMED+K+MEANS
5 CLUSTERWISE REGRESSION 9 67% 1% 8 Search CLUSTERWISE+REGRESSION Search CLUSTERWISE+REGRESSION
6 GENERALIZED DIRICHLET 9 55% 1% 11 Search GENERALIZED+DIRICHLET Search GENERALIZED+DIRICHLET
7 FINITE MIXTURE 8 26% 2% 27 Search FINITE+MIXTURE Search FINITE+MIXTURE
8 MODIFIED LIKELIHOOD RATIO TEST 7 64% 0% 7 Search MODIFIED+LIKELIHOOD+RATIO+TEST Search MODIFIED+LIKELIHOOD+RATIO+TEST
9 NUMBER OF COMPONENTS 7 36% 1% 15 Search NUMBER+OF+COMPONENTS Search NUMBER+OF+COMPONENTS
10 FINITE MIXTURE MODELS 6 18% 2% 32 Search FINITE+MIXTURE+MODELS Search FINITE+MIXTURE+MODELS

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 FACTOR ANALYZERS 15 56% 1% 18
2 UNSUPERVISED SELECTION 11 65% 1% 11
3 ECM ALGORITHM 10 39% 1% 20
4 2 NORMALS 8 100% 0% 5
5 FIXED POINT CLUSTERS 8 100% 0% 5
6 MIXING DISTRIBUTION 8 29% 2% 23
7 FINITE MIXTURE MODELS 8 32% 1% 20
8 LIKELIHOOD RATIO TEST 7 14% 3% 45
9 OF EXPERTS 6 48% 1% 10
10 T FACTOR ANALYZERS 6 80% 0% 4

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 ADVANCES IN DATA ANALYSIS AND CLASSIFICATION 4 15% 2% 24

Reviews


Title Publ. year Cit. Active
references		 % act. ref.
to same field
Model-based clustering, discriminant analysis, and density estimation 2002 989 79 34%
Probabilistic model-based discriminant analysis and clustering methods in chemometrics 2013 2 51 61%
A review of robust clustering methods 2010 15 49 51%
How to find an appropriate clustering for mixed-type variables with application to socio-economic stratification 2013 7 63 17%
MIXTURE DENSITIES, MAXIMUM-LIKELIHOOD AND THE EM ALGORITHM 1984 969 7 71%
On the number of components in a Gaussian mixture model 2014 0 62 58%
Feature representation and discrimination based on Gaussian mixture model probability densities - Practices and algorithms 2006 46 7 14%
Information bounds and MCMC parameter estimation for the pile-up model 2011 0 4 50%

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 URGV UMR INRA 1165 4 75% 0.2% 3
2 CIISE 4 22% 1.1% 16
3 EA 4543 2 33% 0.4% 6
4 ADV COURSE PROD SYST DESIGN ENGN 2 67% 0.1% 2
5 DIPARTIMENTO IMP A CULTURE SOC 2 67% 0.1% 2
6 MATH THEORET RADIOPHYS 2 67% 0.1% 2
7 WIRT AFTS ORG WISSEN 2 67% 0.1% 2
8 MECH INFORMAT AEROSP ENGN 1 50% 0.1% 2
9 SAMM 1 14% 0.6% 8
10 SPST 1 20% 0.3% 5

Related classes at same level (level 1)


Rank Relatedness score Related classes
1 0.0000153816 MIXED FAILURE TIME DISTRIBUTION//NONLINEAR DISCRIMINANT FUNCTION//ERRORS OF MISCLASSIFICATION
2 0.0000108671 INTRINSIC PRIORS//BAYES FACTOR//INTRINSIC BAYES FACTOR
3 0.0000106451 MEAN FIELD VARIATIONAL BAYES//EXPECTATION PROPAGATION//GAUSSIAN PROCESSES MODEL
4 0.0000082808 DIRICHLET PROCESS//BAYESIAN NONPARAMETRICS//POSTERIOR CONSISTENCY
5 0.0000082214 FUZZY CLUSTERING//CLUSTER VALIDITY//SUBSPACE CLUSTERING
6 0.0000073928 SKEW NORMAL DISTRIBUTION//SKEW NORMAL//SKEW SYMMETRIC DISTRIBUTIONS
7 0.0000067009 BICLUSTERING//GENE EXPRESSION DATA//GENE EXPRESSION DATA ANALYSIS
8 0.0000066624 LEAST CONCAVE MAJORANT//MONOTONE DENSITY//CONCAVE MAJORANT
9 0.0000059808 STRUCTURAL EQUATION MODELING-A MULTIDISCIPLINARY JOURNAL//EXACT DISCRETE MODEL//LAW OF INITIAL VALUES
10 0.0000055726 PRINCIPAL POINTS//PRINCIPAL CURVES//SELECTIVE ASSEMBLY