Class information for:
Level 1: BAYESIAN NETWORKS//INFLUENCE DIAGRAMS//STRUCTURE LEARNING

Basic class information

ID Publications Average number
of references
Avg. shr. active
ref. in WoS
4346 1726 28.3 33%



Bar chart of Publication_year

Last years might be incomplete

Classes in level above (level 2)



ID, lev.
above
Publications Label for level above
2567 3236 BAYESIAN NETWORKS//FUZZY COGNITIVE MAPS//CONDITIONAL INDEPENDENCE

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 BAYESIAN NETWORKS Author keyword 80 19% 22% 379
2 INFLUENCE DIAGRAMS Author keyword 24 36% 3% 55
3 STRUCTURE LEARNING Author keyword 21 29% 3% 60
4 INTERNATIONAL JOURNAL OF APPROXIMATE REASONING Journal 20 12% 9% 154
5 MIXTURES OF TRUNCATED EXPONENTIALS Author keyword 19 76% 1% 13
6 PROBABILISTIC REASONING Author keyword 17 23% 4% 64
7 ASYMMETRIC DECISION PROBLEMS Author keyword 14 100% 0% 7
8 DECIS ANAL GRP Address 14 100% 0% 7
9 BELIEF NETWORKS Author keyword 11 30% 2% 32
10 MOST PROBABLE EXPLANATION Author keyword 11 78% 0% 7

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 BAYESIAN NETWORKS 80 19% 22% 379 Search BAYESIAN+NETWORKS Search BAYESIAN+NETWORKS
2 INFLUENCE DIAGRAMS 24 36% 3% 55 Search INFLUENCE+DIAGRAMS Search INFLUENCE+DIAGRAMS
3 STRUCTURE LEARNING 21 29% 3% 60 Search STRUCTURE+LEARNING Search STRUCTURE+LEARNING
4 MIXTURES OF TRUNCATED EXPONENTIALS 19 76% 1% 13 Search MIXTURES+OF+TRUNCATED+EXPONENTIALS Search MIXTURES+OF+TRUNCATED+EXPONENTIALS
5 PROBABILISTIC REASONING 17 23% 4% 64 Search PROBABILISTIC+REASONING Search PROBABILISTIC+REASONING
6 ASYMMETRIC DECISION PROBLEMS 14 100% 0% 7 Search ASYMMETRIC+DECISION+PROBLEMS Search ASYMMETRIC+DECISION+PROBLEMS
7 BELIEF NETWORKS 11 30% 2% 32 Search BELIEF+NETWORKS Search BELIEF+NETWORKS
8 MOST PROBABLE EXPLANATION 11 78% 0% 7 Search MOST+PROBABLE+EXPLANATION Search MOST+PROBABLE+EXPLANATION
9 HYBRID BAYESIAN NETWORKS 10 57% 1% 12 Search HYBRID+BAYESIAN+NETWORKS Search HYBRID+BAYESIAN+NETWORKS
10 MARKOV BOUNDARY 8 100% 0% 5 Search MARKOV+BOUNDARY Search MARKOV+BOUNDARY

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 BELIEF NETWORKS 53 34% 7% 129
2 PROBABILISTIC NETWORKS 38 42% 4% 70
3 INFLUENCE DIAGRAMS 38 41% 4% 72
4 PROBABILISTIC INFERENCE 32 38% 4% 65
5 JOIN TREES 15 67% 1% 14
6 TRUNCATED EXPONENTIALS 14 57% 1% 17
7 NORMATIVE EXPERT SYSTEMS 14 60% 1% 15
8 BAYESIAN NETWORKS 11 12% 5% 94
9 BAYESIAN BELIEF NETWORKS 11 28% 2% 34
10 PENNILESS PROPAGATION 11 67% 1% 10

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 INTERNATIONAL JOURNAL OF APPROXIMATE REASONING 20 12% 9% 154

Reviews



Title Publ. year Cit. Active references % act. ref.
to same field
A review on evolutionary algorithms in Bayesian network learning and inference tasks 2013 16 57 74%
Learning Bayesian networks: approaches and issues 2011 42 173 76%
Predictive data mining in clinical medicine: Current issues and guidelines 2008 100 60 20%
A review of representation issues and modeling challenges with influence diagrams 2011 6 36 92%
Building large-scale Bayesian networks 2000 80 6 50%
Bayesian Networks 2010 13 8 50%
A guide to the literature on learning probabilistic networks from data 1996 182 27 41%
Using Bayesian networks to discover relations between genes, environment, and disease 2013 5 36 25%
Bayesian networks for knowledge discovery in large datasets: basics for nurse researchers 2003 25 10 50%
Bayesian networks for data mining 1997 181 28 46%

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 DECIS ANAL GRP 14 100% 0.4% 7
2 DECIS SYST 4 29% 0.8% 13
3 INTELLIGENT SYST PRAGUE 3 100% 0.2% 3
4 COMPLEX SYST COMPUTAT GRP 3 45% 0.3% 5
5 INTELLIGENT SYST PROGRAM 3 15% 1.0% 17
6 PATTERN ANAL MACHINE LEARNING 3 50% 0.2% 4
7 ETSI INFORMAT TELECOMUN 2 67% 0.1% 2
8 KNOWLEDGE DECIS TEAM 2 67% 0.1% 2
9 UNIT BIOINFORMAT BIOSTAT 2 50% 0.2% 3
10 ESTADIST INVEST OPERAT 3 2 36% 0.2% 4

Related classes at same level (level 1)



Rank Relatedness score Related classes
1 0.0000226367 ESSENTIAL GRAPH//CONDITIONAL INDEPENDENCE//MARKOV EQUIVALENCE
2 0.0000168538 AQUIFERS MANAGEMENT//BAYESIAN BELIEF NETWORKS//FISHERIES ENVIRONM MANAGEMENT GRP FEM
3 0.0000112422 CAUSALITY GRAPH MODEL//EVENT CORRELATION//COGNIT ENGN PROGRAM
4 0.0000075171 NONPARAMETRIC PREDICTIVE INFERENCE//IMPRECISE PROBABILITIES//LOWER AND UPPER PROBABILITIES
5 0.0000067435 NETWORK INFERENCE//GENE REGULATORY NETWORKS//GENE NETWORK INFERENCE
6 0.0000064921 CADIAG 2//DECISION SUPPORT SYSTEMS MANAGEMENT//FUZZY RELATIONAL CLASSIFIERS
7 0.0000061993 POINT BASED VALUE ITERATION//PREDICTIVE STATE REPRESENTATIONS//POMDP
8 0.0000052191 MOBILE DECISION SUPPORT//ANESTHESIA SERV MED GRP//COMPUTER BASED PREDICTION
9 0.0000049152 NUMERICAL ATTRIBUTES//FUZZY DECISION TREES//CASCADE GENERALIZATION
10 0.0000047574 FUZZY COGNITIVE MAPS//FUZZY COGNITIVE MAP//FUZZY COGNITIVE MAPS FCMS