Class information for:
Level 1: DISTRIBUTION MIXTURES//MAXIMAL PREDICTIVE CLASSIFICATION//MIXTURE OF MULTIVARIATE BERNOULLI DISTRIBUTIONS

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
35706 93 29.2 31%


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
15 4 MATHEMATICS//MATHEMATICS, APPLIED//MATH 719832
383 3       STATISTICS & PROBABILITY//ANNALS OF PROBABILITY//STOCHASTIC PROCESSES AND THEIR APPLICATIONS 31557
3709 2             BLOCKED IMPURITY BAND BIB//BLOCKED IMPURITY BAND DETECTOR//CRYOGENIC READOUT ELECTRONICS 1084
35706 1                   DISTRIBUTION MIXTURES//MAXIMAL PREDICTIVE CLASSIFICATION//MIXTURE OF MULTIVARIATE BERNOULLI DISTRIBUTIONS 93

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 DISTRIBUTION MIXTURES authKW 1313357 6% 67% 6
2 MAXIMAL PREDICTIVE CLASSIFICATION authKW 656680 2% 100% 2
3 MIXTURE OF MULTIVARIATE BERNOULLI DISTRIBUTIONS authKW 656680 2% 100% 2
4 MULTIVARIATE BERNOULLI DISTRIBUTIONS authKW 656680 2% 100% 2
5 SEQUENTIAL EM ALGORITHM authKW 437786 2% 67% 2
6 BAHADUR LAZARSFELD EXPANSIONS authKW 328340 1% 100% 1
7 BAYESIAN RISK CONSISTENCY authKW 328340 1% 100% 1
8 CENSUS DATA PRESENTATION authKW 328340 1% 100% 1
9 CLASSIFICATION MAXIMUM LIKELIHOOD ESTIMATE authKW 328340 1% 100% 1
10 CLUSTERING AND IDENTIFICATION OF BINARY VECTORS authKW 328340 1% 100% 1

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 Computer Science, Artificial Intelligence 1052 28% 0% 26
2 Computer Science, Cybernetics 775 9% 0% 8
3 Mathematical & Computational Biology 193 9% 0% 8
4 Statistics & Probability 134 10% 0% 9
5 Computer Science, Theory & Methods 128 11% 0% 10
6 Psychology, Mathematical 77 2% 0% 2
7 Engineering, Electrical & Electronic 62 17% 0% 16
8 Biology 55 8% 0% 7
9 Computer Science, Information Systems 48 6% 0% 6
10 Engineering, General 38 5% 0% 5

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 FAK THEORET INFORMAT FORMALE SPEZIFIKAT 4 328340 1% 100% 1
2 SECAN 164169 1% 50% 1
3 COMP LEARNING ROYAL HOLLOWAY 109445 1% 33% 1
4 INFORMAT THEORY AUTOMAT 21626 9% 1% 8
5 NSF MICROBIAL ECOL 11725 1% 4% 1
6 HIIT BASIC UNIT 8006 1% 2% 1
7 ROLF NEVANLINNA 7173 2% 1% 2
8 SOFTWARE ENGN THEORET COMP SCI 7136 1% 2% 1
9 ELECT ENGN INFORMAT TECHNOL MATH 6766 2% 1% 2
10 TURKU COMP SCI 5912 2% 1% 2

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 BINARY-COMPUTING IN MICROBIOLOGY 27940 2% 4% 2
2 KYBERNETIKA 9351 8% 0% 7
3 MEASUREMENT TECHNIQUES 4245 5% 0% 5
4 JOURNAL OF CLASSIFICATION 2857 2% 0% 2
5 CLADISTICS-THE INTERNATIONAL JOURNAL OF THE WILLI HENNIG SOCIETY 2734 1% 1% 1
6 STATISTICAL ANALYSIS AND DATA MINING 2625 1% 1% 1
7 IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE 2567 6% 0% 6
8 PATTERN ANALYSIS AND APPLICATIONS 1828 2% 0% 2
9 SANKHYA-THE INDIAN JOURNAL OF STATISTICS SERIES B 1632 1% 0% 1
10 JOURNAL OF RESEARCH AND PRACTICE IN INFORMATION TECHNOLOGY 1395 1% 0% 1

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 DISTRIBUTION MIXTURES 1313357 6% 67% 6 Search DISTRIBUTION+MIXTURES Search DISTRIBUTION+MIXTURES
2 MAXIMAL PREDICTIVE CLASSIFICATION 656680 2% 100% 2 Search MAXIMAL+PREDICTIVE+CLASSIFICATION Search MAXIMAL+PREDICTIVE+CLASSIFICATION
3 MIXTURE OF MULTIVARIATE BERNOULLI DISTRIBUTIONS 656680 2% 100% 2 Search MIXTURE+OF+MULTIVARIATE+BERNOULLI+DISTRIBUTIONS Search MIXTURE+OF+MULTIVARIATE+BERNOULLI+DISTRIBUTIONS
4 MULTIVARIATE BERNOULLI DISTRIBUTIONS 656680 2% 100% 2 Search MULTIVARIATE+BERNOULLI+DISTRIBUTIONS Search MULTIVARIATE+BERNOULLI+DISTRIBUTIONS
5 SEQUENTIAL EM ALGORITHM 437786 2% 67% 2 Search SEQUENTIAL+EM+ALGORITHM Search SEQUENTIAL+EM+ALGORITHM
6 BAHADUR LAZARSFELD EXPANSIONS 328340 1% 100% 1 Search BAHADUR+LAZARSFELD+EXPANSIONS Search BAHADUR+LAZARSFELD+EXPANSIONS
7 BAYESIAN RISK CONSISTENCY 328340 1% 100% 1 Search BAYESIAN+RISK+CONSISTENCY Search BAYESIAN+RISK+CONSISTENCY
8 CENSUS DATA PRESENTATION 328340 1% 100% 1 Search CENSUS+DATA+PRESENTATION Search CENSUS+DATA+PRESENTATION
9 CLASSIFICATION MAXIMUM LIKELIHOOD ESTIMATE 328340 1% 100% 1 Search CLASSIFICATION+MAXIMUM+LIKELIHOOD+ESTIMATE Search CLASSIFICATION+MAXIMUM+LIKELIHOOD+ESTIMATE
10 CLUSTERING AND IDENTIFICATION OF BINARY VECTORS 328340 1% 100% 1 Search CLUSTERING+AND+IDENTIFICATION+OF+BINARY+VECTORS Search CLUSTERING+AND+IDENTIFICATION+OF+BINARY+VECTORS

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 GRIM, J , HORA, J , (2008) ITERATIVE PRINCIPLES OF RECOGNITION IN PROBABILISTIC NEURAL NETWORKS.NEURAL NETWORKS. VOL. 21. ISSUE 6. P. 838 -846 9 82% 4
2 GRIM, J , (2014) SEQUENTIAL PATTERN RECOGNITION BY MAXIMUM CONDITIONAL INFORMATIVITY.PATTERN RECOGNITION LETTERS. VOL. 45. ISSUE . P. 39 -45 7 64% 0
3 GRIM, J , (2007) NEUROMORPHIC FEATURES OF PROBABILISTIC NEURAL NETWORKS.KYBERNETIKA. VOL. 43. ISSUE 5. P. 697 -712 6 67% 0
4 AUSTIN, B , DAWYNDT, P , GYLLENBERG, M , KOSKI, T , LUND, T , SWINGS, J , THOMPSON, FL , (2004) SLIDING WINDOW DISCRETIZATION: A NEW METHOD FOR MULTIPLE BAND MATCHING OF BACTERIAL GENOTYPING FINGERPRINTS.BULLETIN OF MATHEMATICAL BIOLOGY. VOL. 66. ISSUE 6. P. 1575-1596 7 50% 1
5 CORANDER, J , CUI, YQ , KOSKI, T , SIREN, J , (2013) HAVE I SEEN YOU BEFORE? PRINCIPLES OF BAYESIAN PREDICTIVE CLASSIFICATION REVISITED.STATISTICS AND COMPUTING. VOL. 23. ISSUE 1. P. 59-73 5 45% 1
6 GRIM, J , (2006) EM CLUSTER ANALYSIS FOR CATEGORICAL DATA.STRUCTURAL, SYNTACTIC, AND STATISTICAL PATTERN RECOGNITION, PROCEEDINGS. VOL. 4109. ISSUE . P. 640-648 4 67% 3
7 GYLLENBERG, M , KOSKI, T , DAWYNDT, P , LUND, T , THOMPSON, F , AUSTIN, B , SWINGS, J , (2002) NEW METHODS FOR THE ANALYSIS OF BINARIZED BIOLOG GN DATA OF VIBRIO SPECIES: MINIMIZATION OF STOCHASTIC COMPLEXITY AND CUMULATIVE CLASSIFICATION.SYSTEMATIC AND APPLIED MICROBIOLOGY. VOL. 25. ISSUE 3. P. 403-415 7 41% 1
8 CUI, YQ , SIREN, J , KOSKI, T , CORANDER, J , (2016) SIMULTANEOUS PREDICTIVE GAUSSIAN CLASSIFIERS.JOURNAL OF CLASSIFICATION. VOL. 33. ISSUE 1. P. 73 -102 5 36% 0
9 GRIM, J , HORA, J , BOCEK, P , SOMOL, P , PUDIL, P , (2010) STATISTICAL MODEL OF THE 2001 CZECH CENSUS FOR INTERACTIVE PRESENTATION.JOURNAL OF OFFICIAL STATISTICS. VOL. 26. ISSUE 4. P. 673-694 3 60% 0
10 KOSKI, T , GYLLENBERG, M , (2001) PROBABILISTIC MODELS FOR BACTERIAL TAXONOMY.INTERNATIONAL STATISTICAL REVIEW. VOL. 69. ISSUE 2. P. 249 -276 8 25% 6

Classes with closest relation at Level 1


Rank Class id link
1 33999 SPLITTING INTEGRATION METHOD//DIGITAL IMAGES AND PATTERNS//IMAGE GEOMETRIC TRANSFORMATION
2 4730 MIXTURE MODEL//MODEL BASED CLUSTERING//EM ALGORITHM
3 26809 SELF SCALING PROPERTY//BURG ENTROPY//ACCIDENTAL OIL SPILLS
4 29739 PRECURSOR MODEL//INFORMAT SYST LANGUAGES SOFTWARE ENGN//PUPILS REPRESENTATIONS
5 9016 UNIVERSAL CODING//IEEE TRANSACTIONS ON INFORMATION THEORY//UNIVERSAL SOURCE CODING
6 37241 LANE SEGMENTATION//BAND DETECTION//1D GEL ELECTROPHORESIS ANALYSIS
7 22139 LECLERCIA ADECARBOXYLATA//ESCHERICHIA FERGUSONII//KLUYVERA ASCORBATA
8 26534 PROJECTION PURSUIT//SPHERING//POSTERIOR CLASS PROBABILITIES
9 20799 PYROLYSIS MASS SPECTROMETRY//SEARCH PREFILTERS//FORENSIC AUTOMOTIVE PAINT ANALYSIS
10 12190 JOURNAL OF CLASSIFICATION//HIERARCHICAL CLASSES//PSYCHOMETRIKA

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