Class information for:
Level 2: BAYESIAN NETWORKS//FUZZY COGNITIVE MAPS//INFLUENCE DIAGRAMS

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
2550 3737 32.7 37%


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
9 4 COMPUTER SCIENCE, THEORY & METHODS//COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//COMPUTER SCIENCE, INFORMATION SYSTEMS 1247339
265 3       ENGINEERING, MANUFACTURING//DISCRETE EVENT SYSTEMS//OPERATIONS RESEARCH & MANAGEMENT SCIENCE 44182
2550 2             BAYESIAN NETWORKS//FUZZY COGNITIVE MAPS//INFLUENCE DIAGRAMS 3737
4093 1                   BAYESIAN NETWORKS//INFLUENCE DIAGRAMS//STRUCTURE LEARNING 1848
18178 1                   FUZZY COGNITIVE MAPS//FUZZY COGNITIVE MAPS FCMS//FUZZY COGNITIVE MAPPING 563
18309 1                   OPENMI//ENVIRONMENTAL MODELLING & SOFTWARE//COMPONENT BASED MODELING 557
20952 1                   BAYES LINEAR METHODS//EXPERT JUDGMENT//EXPERT ELICITATION 439
23911 1                   BAYESIAN BELIEF NETWORK//BAYESIAN NETWORKS//IBNDC 330

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 BAYESIAN NETWORKS authKW 1445728 17% 28% 640
2 FUZZY COGNITIVE MAPS authKW 1125748 5% 75% 183
3 INFLUENCE DIAGRAMS authKW 325573 2% 47% 84
4 STRUCTURE LEARNING authKW 200963 2% 37% 66
5 BAYESIAN BELIEF NETWORK authKW 192613 2% 28% 83
6 BELIEF NETWORKS authKW 170503 1% 43% 49
7 INTERNATIONAL JOURNAL OF APPROXIMATE REASONING journal 159073 5% 12% 169
8 FUZZY COGNITIVE MAPS FCMS authKW 116276 1% 65% 22
9 HYBRID BAYESIAN NETWORKS authKW 116181 0% 89% 16
10 PROBABILISTIC REASONING authKW 113205 2% 24% 59

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 73292 37% 1% 1368
2 Computer Science, Interdisciplinary Applications 7333 12% 0% 464
3 Operations Research & Management Science 6388 10% 0% 364
4 Computer Science, Information Systems 3991 9% 0% 336
5 Computer Science, Theory & Methods 2929 8% 0% 310
6 Statistics & Probability 2800 7% 0% 267
7 Medical Informatics 2285 3% 0% 119
8 Computer Science, Cybernetics 2107 2% 0% 86
9 Engineering, Environmental 2010 6% 0% 238
10 Environmental Sciences 1507 11% 0% 424

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 DECIS ANAL GRP 57184 0% 100% 7
2 DECIS SYST 42658 0% 33% 16
3 COMPLEX SYST COMPUTAT GRP 26730 0% 55% 6
4 INTELLIGENT SYST PROGRAM 23944 1% 15% 19
5 INFORMAT COMP TECHNOL 23822 1% 14% 21
6 INTEGRATED CATCHMENT ASSESSMENT MANAGEMENT 22036 0% 16% 17
7 RISK INFORMAT MANAGEMENT RIM GRP 18379 0% 75% 3
8 DPTO ESTADIST IO CALC NUMER 16338 0% 100% 2
9 ENGN INFORMAT COMMUN ENGN BUNKYO KU 16338 0% 100% 2
10 INFORMAT ENVIRONM GRP 16338 0% 100% 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 INTERNATIONAL JOURNAL OF APPROXIMATE REASONING 159073 5% 12% 169
2 ENVIRONMENTAL MODELLING & SOFTWARE 100880 5% 7% 187
3 ARTIFICIAL INTELLIGENCE 21658 2% 3% 78
4 ECOLOGICAL MODELLING 16634 3% 2% 123
5 LECTURE NOTES IN ARTIFICIAL INTELLIGENCE 14080 5% 1% 170
6 JOURNAL OF MACHINE LEARNING RESEARCH 12430 1% 3% 49
7 INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS 11099 1% 3% 46
8 MACHINE LEARNING 9470 1% 3% 38
9 JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH 9369 1% 4% 32
10 EXPERT SYSTEMS WITH APPLICATIONS 6830 3% 1% 95

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 BAYESIAN NETWORKS 1445728 17% 28% 640 Search BAYESIAN+NETWORKS Search BAYESIAN+NETWORKS
2 FUZZY COGNITIVE MAPS 1125748 5% 75% 183 Search FUZZY+COGNITIVE+MAPS Search FUZZY+COGNITIVE+MAPS
3 INFLUENCE DIAGRAMS 325573 2% 47% 84 Search INFLUENCE+DIAGRAMS Search INFLUENCE+DIAGRAMS
4 STRUCTURE LEARNING 200963 2% 37% 66 Search STRUCTURE+LEARNING Search STRUCTURE+LEARNING
5 BAYESIAN BELIEF NETWORK 192613 2% 28% 83 Search BAYESIAN+BELIEF+NETWORK Search BAYESIAN+BELIEF+NETWORK
6 BELIEF NETWORKS 170503 1% 43% 49 Search BELIEF+NETWORKS Search BELIEF+NETWORKS
7 FUZZY COGNITIVE MAPS FCMS 116276 1% 65% 22 Search FUZZY+COGNITIVE+MAPS+FCMS Search FUZZY+COGNITIVE+MAPS+FCMS
8 HYBRID BAYESIAN NETWORKS 116181 0% 89% 16 Search HYBRID+BAYESIAN+NETWORKS Search HYBRID+BAYESIAN+NETWORKS
9 PROBABILISTIC REASONING 113205 2% 24% 59 Search PROBABILISTIC+REASONING Search PROBABILISTIC+REASONING
10 MIXTURES OF TRUNCATED EXPONENTIALS 108118 0% 88% 15 Search MIXTURES+OF+TRUNCATED+EXPONENTIALS Search MIXTURES+OF+TRUNCATED+EXPONENTIALS

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 DALY, R , SHEN, Q , AITKEN, S , (2011) LEARNING BAYESIAN NETWORKS: APPROACHES AND ISSUES.KNOWLEDGE ENGINEERING REVIEW. VOL. 26. ISSUE 2. P. 99 -157 127 73% 75
2 AGUILERA, PA , FERNANDEZ, A , FERNANDEZ, R , RUMI, R , SALMERON, A , (2011) BAYESIAN NETWORKS IN ENVIRONMENTAL MODELLING.ENVIRONMENTAL MODELLING & SOFTWARE. VOL. 26. ISSUE 12. P. 1376 -1388 98 65% 102
3 PHAN, TD , SMART, JCR , CAPON, SJ , HADWEN, WL , SAHIN, O , (2016) APPLICATIONS OF BAYESIAN BELIEF NETWORKS IN WATER RESOURCE MANAGEMENT: A SYSTEMATIC REVIEW.ENVIRONMENTAL MODELLING & SOFTWARE. VOL. 85. ISSUE . P. 98 -111 75 65% 1
4 BIELZA, C , LARRANAGA, P , (2014) DISCRETE BAYESIAN NETWORK CLASSIFIERS: A SURVEY.ACM COMPUTING SURVEYS. VOL. 47. ISSUE 1. P. - 63 72% 15
5 LANDUYT, D , BROEKX, S , D'HONDT, R , ENGELEN, G , AERTSENS, J , GOETHALS, PLM , (2013) A REVIEW OF BAYESIAN BELIEF NETWORKS IN ECOSYSTEM SERVICE MODELLING.ENVIRONMENTAL MODELLING & SOFTWARE. VOL. 46. ISSUE . P. 1 -11 61 70% 37
6 PAPAGEORGIOU, EI , (2012) LEARNING ALGORITHMS FOR FUZZY COGNITIVE MAPS-A REVIEW STUDY.IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS. VOL. 42. ISSUE 2. P. 150 -163 47 90% 52
7 SALMERON, JL , PAPAGEORGIOU, EI , (2013) A REVIEW OF FUZZY COGNITIVE MAPS RESEARCH DURING THE LAST DECADE.IEEE TRANSACTIONS ON FUZZY SYSTEMS. VOL. 21. ISSUE 1. P. 66 -79 45 88% 47
8 WERNER, C , BEDFORD, T , COOKE, RM , HANEA, AM , MORALES-NAPOLES, O , (2017) EXPERT JUDGEMENT FOR DEPENDENCE IN PROBABILISTIC MODELLING: A SYSTEMATIC LITERATURE REVIEW AND FUTURE RESEARCH DIRECTIONS.EUROPEAN JOURNAL OF OPERATIONAL RESEARCH. VOL. 258. ISSUE 3. P. 801 -819 42 48% 1
9 LARRANAGA, P , KARSHENAS, H , BIELZA, C , SANTANA, R , (2013) A REVIEW ON EVOLUTIONARY ALGORITHMS IN BAYESIAN NETWORK LEARNING AND INFERENCE TASKS.INFORMATION SCIENCES. VOL. 233. ISSUE . P. 109 -125 41 71% 27
10 BARTON, DN , KUIKKA, S , VARIS, O , UUSITALO, L , HENRIKSEN, HJ , BORSUK, M , DE LA HERA, A , FARMANI, R , JOHNSON, S , LINNELL, JDC , (2012) BAYESIAN NETWORKS IN ENVIRONMENTAL AND RESOURCE MANAGEMENT.INTEGRATED ENVIRONMENTAL ASSESSMENT AND MANAGEMENT. VOL. 8. ISSUE 3. P. 418 -429 41 72% 27

Classes with closest relation at Level 2


Rank Class id link
1 4138 SEQUENTIAL FAULT DIAGNOSIS//TEST SEQUENCING PROBLEM//TEST SEQUENCING
2 2005 QUALITATIVE REASONING//MODEL BASED DIAGNOSIS//QUALITATIVE SIMULATION
3 2668 LIGHT POLLUTION//DMSP OLS//NIGHTTIME LIGHTS
4 1563 LASSO//VARIABLE SELECTION//SLICED INVERSE REGRESSION
5 235 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//FEATURE SELECTION//MACHINE LEARNING
6 2919 FUTURES//FORESIGHT//TECHNOLOGICAL FORECASTING AND SOCIAL CHANGE
7 1916 DIRICHLET PROCESS//BAYESIAN NONPARAMETRICS//STATISTICS & PROBABILITY
8 1482 CARTOGRAPHIC JOURNAL//INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE//QUALITATIVE SPATIAL REASONING
9 2415 SYSTEMS RESEARCH AND BEHAVIORAL SCIENCE//SYSTEMIC PRACTICE AND ACTION RESEARCH//SYSTEMS PRACTICE
10 3217 EXECUTIVE INFORMATION SYSTEMS//MODEL MANAGEMENT//STRUCTURED MODELING

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