Class information for: |
Basic class information |
ID | Publications | Average number of references |
Avg. shr. active ref. in WoS |
---|---|---|---|
2567 | 3236 | 30.2 | 36% |
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 |