Class information for:
Level 2: BAYESIAN NETWORKS//FUZZY COGNITIVE MAPS//CONDITIONAL INDEPENDENCE

Basic class information

ID Publications Average number
of references
Avg. shr. active
ref. in WoS
2567 3236 30.2 36%



Bar chart of Publication_year

Last years might be incomplete

Classes in level above (level 3)



ID, lev.
above
Publications Label for level above
55 89665 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//FUZZY SETS AND SYSTEMS//INTERNATIONAL JOURNAL OF APPROXIMATE REASONING

Classes in level below (level 1)



ID, lev. below Publications Label for level below
4346 1726 BAYESIAN NETWORKS//INFLUENCE DIAGRAMS//STRUCTURE LEARNING
14833 678 ESSENTIAL GRAPH//CONDITIONAL INDEPENDENCE//MARKOV EQUIVALENCE
18047 507 FUZZY COGNITIVE MAPS//FUZZY COGNITIVE MAP//FUZZY COGNITIVE MAPS FCMS
22433 325 AQUIFERS MANAGEMENT//BAYESIAN BELIEF NETWORKS//FISHERIES ENVIRONM MANAGEMENT GRP FEM

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 113 22% 14% 444
2 FUZZY COGNITIVE MAPS Author keyword 54 42% 3% 101
3 CONDITIONAL INDEPENDENCE Author keyword 38 29% 3% 111
4 ESSENTIAL GRAPH Author keyword 33 100% 0% 13
5 INFLUENCE DIAGRAMS Author keyword 31 40% 2% 61
6 INTERNATIONAL JOURNAL OF APPROXIMATE REASONING Journal 28 14% 6% 184
7 MARKOV EQUIVALENCE Author keyword 25 75% 1% 18
8 STRUCTURE LEARNING Author keyword 24 31% 2% 64
9 GRAPHICAL MARKOV MODEL Author keyword 23 79% 0% 15
10 BAYESIAN NETWORK Author keyword 23 12% 5% 177

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 113 22% 14% 444 Search BAYESIAN+NETWORKS Search BAYESIAN+NETWORKS
2 FUZZY COGNITIVE MAPS 54 42% 3% 101 Search FUZZY+COGNITIVE+MAPS Search FUZZY+COGNITIVE+MAPS
3 CONDITIONAL INDEPENDENCE 38 29% 3% 111 Search CONDITIONAL+INDEPENDENCE Search CONDITIONAL+INDEPENDENCE
4 ESSENTIAL GRAPH 33 100% 0% 13 Search ESSENTIAL+GRAPH Search ESSENTIAL+GRAPH
5 INFLUENCE DIAGRAMS 31 40% 2% 61 Search INFLUENCE+DIAGRAMS Search INFLUENCE+DIAGRAMS
6 MARKOV EQUIVALENCE 25 75% 1% 18 Search MARKOV+EQUIVALENCE Search MARKOV+EQUIVALENCE
7 STRUCTURE LEARNING 24 31% 2% 64 Search STRUCTURE+LEARNING Search STRUCTURE+LEARNING
8 GRAPHICAL MARKOV MODEL 23 79% 0% 15 Search GRAPHICAL+MARKOV+MODEL Search GRAPHICAL+MARKOV+MODEL
9 BAYESIAN NETWORK 23 12% 5% 177 Search BAYESIAN+NETWORK Search BAYESIAN+NETWORK
10 MIXTURES OF TRUNCATED EXPONENTIALS 19 76% 0% 13 Search MIXTURES+OF+TRUNCATED+EXPONENTIALS Search MIXTURES+OF+TRUNCATED+EXPONENTIALS

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 111 46% 5% 177
2 INFLUENCE DIAGRAMS 72 53% 3% 94
3 PROBABILISTIC NETWORKS 41 43% 2% 72
4 PROBABILISTIC INFERENCE 35 40% 2% 68
5 MARKOV EQUIVALENCE 32 88% 0% 15
6 CHAIN GRAPHS 25 77% 1% 17
7 FUZZY COGNITIVE MAPS 23 44% 1% 41
8 BAYESIAN BELIEF NETWORKS 23 39% 1% 47
9 COVARIANCE SELECTION 19 52% 1% 26
10 TRUNCATED EXPONENTIALS 19 63% 1% 19

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 28 14% 6% 184

Reviews



Title Publ. year Cit. Active references % act. ref.
to same field
Bayesian networks in environmental modelling 2011 67 147 67%
A review on evolutionary algorithms in Bayesian network learning and inference tasks 2013 16 57 75%
A Review of Fuzzy Cognitive Maps Research During the Last Decade 2013 13 48 85%
Learning Algorithms for Fuzzy Cognitive Maps-A Review Study 2012 24 50 88%
Learning Bayesian networks: approaches and issues 2011 42 173 82%
A review of Bayesian belief networks in ecosystem service modelling 2013 15 87 70%
A guide to the literature on learning probabilistic networks from data 1996 182 27 63%
An overview of methods to evaluate uncertainty of deterministic models in decision support 2015 3 64 14%
Predictive data mining in clinical medicine: Current issues and guidelines 2008 100 60 20%
Causal maps and the evaluation of decision options - a review 2006 33 14 64%

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% 0.2% 7
2 ADIT 11 100% 0.2% 6
3 DECIS SYST 4 29% 0.4% 13
4 INTELLIGENT SYST PRAGUE 3 100% 0.1% 3
5 INFORMAT COMP TECHNOL 3 14% 0.6% 20
6 COMPLEX SYST COMPUTAT GRP 3 45% 0.2% 5
7 INTELLIGENT SYST PROGRAM 3 15% 0.5% 17
8 PATTERN ANAL MACHINE LEARNING 3 50% 0.1% 4
9 ACCOUNTING INFORMAT SYST 0101 3 60% 0.1% 3
10 FISHERIES ENVIRONM MANAGEMENT GRP FEM 2 33% 0.2% 6

Related classes at same level (level 2)



Rank Relatedness score Related classes
1 0.0000013875 CREDIT SCORING//MACHINE LEARNING//FEATURE SELECTION
2 0.0000013700 DIRICHLET PROCESS//MARKOV CHAIN MONTE CARLO//BAYESIAN NONPARAMETRICS
3 0.0000012738 CASE BASED REASONING//IEEE EXPERT-INTELLIGENT SYSTEMS & THEIR APPLICATIONS//QUALITATIVE REASONING
4 0.0000012452 M D COMPUTING//MEDICAL INFORMATICS//CADIAG 2
5 0.0000009244 FUZZY SETS AND SYSTEMS//IEEE TRANSACTIONS ON FUZZY SYSTEMS//INTERNATIONAL JOURNAL OF APPROXIMATE REASONING
6 0.0000008622 SYSTEM DYNAMICS REVIEW//SYSTEMS RESEARCH AND BEHAVIORAL SCIENCE//CRITICAL SYSTEMS THINKING
7 0.0000008545 CONSTRAINTS//INDUCTIVE INFERENCE//PAC LEARNING
8 0.0000007973 ASSOCIATION RULES//SEQUENTIAL PATTERNS//UTILITY MINING
9 0.0000007427 FUTURES//TECHNOLOGICAL FORECASTING AND SOCIAL CHANGE//FORESIGHT
10 0.0000007368 ARTIFICIAL ADAPTIVE SYSTEMS//THEORY MED//NEURAL NETWORKS COMPUTER