Class information for:
Level 2: COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//FEATURE SELECTION//MACHINE LEARNING

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
235 20237 30.0 43%


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
211 3       COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//IEEE TRANSACTIONS ON NEURAL NETWORKS//DATA MINING 51632
235 2             COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//FEATURE SELECTION//MACHINE LEARNING 20237
1464 1                   FUZZY CLUSTERING//CLUSTERING//CLUSTER VALIDITY 2647
1997 1                   FEATURE SELECTION//GENE SELECTION//CANCER CLASSIFICATION 2393
2578 1                   SUPPORT VECTOR MACHINE//TWIN SUPPORT VECTOR MACHINE//MULTI CLASS CLASSIFICATION 2204
3353 1                   BOOSTING//BAGGING//MULTIPLE CLASSIFIER SYSTEMS 2002
4232 1                   PAC LEARNING//LEARNING THEORY//COMPUTATIONAL LEARNING THEORY 1824
9346 1                   INDUCTIVE LOGIC PROGRAMMING//SUBGROUP DISCOVERY//STATISTICAL RELATIONAL LEARNING 1164
12665 1                   DECISION TREE//NUMERICAL ATTRIBUTES//SUPERVISED DISCRETIZATION 890
13020 1                   INSTANCE SELECTION//PROTOTYPE SELECTION//INSTANCE BASED LEARNING 865
14382 1                   ONE CLASS CLASSIFICATION//NOVELTY DETECTION//OUTLIER DETECTION 773
15239 1                   IMBALANCED DATASETS//IMBALANCED DATA//CLASS IMBALANCE 724
16422 1                   TRANSFER LEARNING//DOMAIN ADAPTATION//MULTI TASK LEARNING 654
16684 1                   DOPPLER SIGNAL//DOPPLER HEART SOUNDS//ERYTHEMATO SQUAMOUS DISEASES 641
16823 1                   MULTI LABEL CLASSIFICATION//MULTI LABEL LEARNING//MULTIPLE INSTANCE LEARNING 634
19536 1                   CONCEPT DRIFT//DATA STREAMS//DATA STREAM CLASSIFICATION 501
21323 1                   RULE EXTRACTION//KNOWLEDGE INSERTION//RULE EXTRACTION FROM NEURAL NETWORKS 424
21566 1                   SURVIVAL TREE//RECURSIVE PARTITIONING//REGRESSION TREE 414
22537 1                   MISSING VALUE IMPUTATION//MISSING VALUES//MISSING VALUE ESTIMATION 378
25585 1                   SEMI SUPERVISED LEARNING//CO TRAINING//TRI TRAINING 277
30788 1                   META LEARNING//LIACC FEP//ALGORITHM RECOMMENDATION 163
31923 1                   REJECT OPTIONS//REJECT OPTION//CHOWS RULE 146
32287 1                   TESTOR THEORY//GUHA METHOD//NON REDUCIBLE DESCRIPTORS 141
33174 1                   CATEGORIZATION PROCEDURE//NEWS CLUSTERING//PERSONALIZING THE WEB 128
35191 1                   LEAST COMMITMENT LEARNING//MEMORY BASED MODELING//PILLOWING DEFORMATION 101
36337 1                   MIN MAX MODULAR NEURAL NETWORK//NATIONAL VOTING//BRAIN OPERAT DEVICE 82
37082 1                   COLLECTIVE INFERENCE//COLLECTIVE CLASSIFICATION//CODE 5514 67

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 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE WoSSC 963171 57% 6% 11466
2 FEATURE SELECTION authKW 423194 5% 27% 1041
3 MACHINE LEARNING journal 334156 3% 42% 524
4 SUPPORT VECTOR MACHINE authKW 308897 6% 17% 1230
5 JOURNAL OF MACHINE LEARNING RESEARCH journal 204740 2% 30% 462
6 INDUCTIVE LOGIC PROGRAMMING authKW 180185 1% 75% 160
7 BOOSTING authKW 178473 1% 41% 288
8 GENE SELECTION authKW 178121 1% 71% 166
9 LECTURE NOTES IN ARTIFICIAL INTELLIGENCE journal 167436 7% 8% 1359
10 MULTI CLASS CLASSIFICATION authKW 162528 1% 56% 193

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 963171 57% 6% 11466
2 Computer Science, Theory & Methods 58228 15% 1% 3081
3 Computer Science, Information Systems 53617 14% 1% 2790
4 Engineering, Electrical & Electronic 18857 20% 0% 4006
5 Mathematical & Computational Biology 11736 5% 1% 952
6 Statistics & Probability 11714 6% 1% 1285
7 Computer Science, Interdisciplinary Applications 11257 7% 1% 1404
8 Operations Research & Management Science 9343 5% 1% 1073
9 Automation & Control Systems 7199 4% 1% 865
10 Computer Science, Cybernetics 6429 2% 1% 354

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 COMP SCI 101469 16% 2% 3251
2 COMP SCI ENGN 44544 5% 3% 1040
3 COMP SCI TECHNOL 33668 3% 4% 590
4 NOVEL SOFTWARE TECHNOL 30915 0% 28% 74
5 SYST COMP NETWORKS 25747 0% 46% 37
6 MACHINE INTELLIGENCE UNIT 20948 0% 18% 78
7 COMP ENGN 20550 3% 3% 514
8 LIACC 19623 0% 29% 45
9 LEHRSTUHL MATH INFORMAT 16469 0% 58% 19
10 COMP 15083 2% 2% 501

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 MACHINE LEARNING 334156 3% 42% 524
2 JOURNAL OF MACHINE LEARNING RESEARCH 204740 2% 30% 462
3 LECTURE NOTES IN ARTIFICIAL INTELLIGENCE 167436 7% 8% 1359
4 PATTERN RECOGNITION 138990 4% 12% 797
5 NEUROCOMPUTING 92826 4% 8% 772
6 INTELLIGENT DATA ANALYSIS 87983 1% 31% 189
7 PATTERN RECOGNITION LETTERS 82954 3% 10% 566
8 EXPERT SYSTEMS WITH APPLICATIONS 61807 3% 6% 663
9 DATA MINING AND KNOWLEDGE DISCOVERY 55731 1% 25% 147
10 IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING 51813 2% 11% 323

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 FEATURE SELECTION 423194 5% 27% 1041 Search FEATURE+SELECTION Search FEATURE+SELECTION
2 SUPPORT VECTOR MACHINE 308897 6% 17% 1230 Search SUPPORT+VECTOR+MACHINE Search SUPPORT+VECTOR+MACHINE
3 INDUCTIVE LOGIC PROGRAMMING 180185 1% 75% 160 Search INDUCTIVE+LOGIC+PROGRAMMING Search INDUCTIVE+LOGIC+PROGRAMMING
4 BOOSTING 178473 1% 41% 288 Search BOOSTING Search BOOSTING
5 GENE SELECTION 178121 1% 71% 166 Search GENE+SELECTION Search GENE+SELECTION
6 MULTI CLASS CLASSIFICATION 162528 1% 56% 193 Search MULTI+CLASS+CLASSIFICATION Search MULTI+CLASS+CLASSIFICATION
7 CLUSTERING 153637 5% 11% 933 Search CLUSTERING Search CLUSTERING
8 CLASSIFICATION 149473 7% 7% 1417 Search CLASSIFICATION Search CLASSIFICATION
9 MACHINE LEARNING 144178 4% 11% 844 Search MACHINE+LEARNING Search MACHINE+LEARNING
10 FUZZY CLUSTERING 139657 2% 28% 329 Search FUZZY+CLUSTERING Search FUZZY+CLUSTERING

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 GARCIA, S , DERRAC, J , CANO, JR , HERRERA, F , (2012) PROTOTYPE SELECTION FOR NEAREST NEIGHBOR CLASSIFICATION: TAXONOMY AND EMPIRICAL STUDY.IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE. VOL. 34. ISSUE 3. P. 417 -435 73 87% 137
2 GARCIA, S , LUENGO, J , HERRERA, F , (2016) TUTORIAL ON PRACTICAL TIPS OF THE MOST INFLUENTIAL DATA PREPROCESSING ALGORITHMS IN DATA MINING.KNOWLEDGE-BASED SYSTEMS. VOL. 98. ISSUE . P. 1 -29 86 75% 3
3 BOLON-CANEDO, V , SANCHEZ-MARONO, N , ALONSO-BETANZOS, A , BENITEZ, JM , HERRERA, F , (2014) A REVIEW OF MICROARRAY DATASETS AND APPLIED FEATURE SELECTION METHODS.INFORMATION SCIENCES. VOL. 282. ISSUE . P. 111 -135 70 81% 44
4 WOZNIAK, M , GRANA, M , CORCHADO, E , (2014) A SURVEY OF MULTIPLE CLASSIFIER SYSTEMS AS HYBRID SYSTEMS.INFORMATION FUSION. VOL. 16. ISSUE . P. 3 -17 77 55% 112
5 LOH, WY , (2014) FIFTY YEARS OF CLASSIFICATION AND REGRESSION TREES.INTERNATIONAL STATISTICAL REVIEW. VOL. 82. ISSUE 3. P. 329 -348 79 81% 19
6 ROKACH, L , (2016) DECISION FOREST: TWENTY YEARS OF RESEARCH.INFORMATION FUSION. VOL. 27. ISSUE . P. 111 -125 52 88% 8
7 LOPEZ, V , FERNANDEZ, A , GARCIA, S , PALADE, V , HERRERA, F , (2013) AN INSIGHT INTO CLASSIFICATION WITH IMBALANCED DATA: EMPIRICAL RESULTS AND CURRENT TRENDS ON USING DATA INTRINSIC CHARACTERISTICS.INFORMATION SCIENCES. VOL. 250. ISSUE . P. 113 -141 60 77% 103
8 KOTSIANTIS, SB , (2014) BAGGING AND BOOSTING VARIANTS FOR HANDLING CLASSIFICATIONS PROBLEMS: A SURVEY.KNOWLEDGE ENGINEERING REVIEW. VOL. 29. ISSUE 1. P. 78 -100 74 89% 2
9 FRENAY, B , VERLEYSEN, M , (2014) CLASSIFICATION IN THE PRESENCE OF LABEL NOISE: A SURVEY.IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS. VOL. 25. ISSUE 5. P. 845 -869 79 56% 65
10 GALAR, M , FERNANDEZ, A , BARRENECHEA, E , BUSTINCE, H , HERRERA, F , (2012) A REVIEW ON ENSEMBLES FOR THE CLASS IMBALANCE PROBLEM: BAGGING-, BOOSTING-, AND HYBRID-BASED APPROACHES.IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS. VOL. 42. ISSUE 4. P. 463 -484 50 79% 214

Classes with closest relation at Level 2


Rank Class id link
1 3976 PREDICTION WITH EXPERT ADVICE//GAME THEORETIC PROBABILITY//REGRET MINIMIZATION
2 2216 ASSOCIATION RULES//DATA MINING//FREQUENT ITEMSETS
3 2406 ROUGH SETS//ATTRIBUTE REDUCTION//FORMAL CONCEPT ANALYSIS
4 2769 SELF ORGANIZING MAP//PRINCIPAL CURVES//PRINCIPAL POINTS
5 3686 HASSE DIAGRAM//LOGICAL ANALYSIS OF DATA//HASSE DIAGRAM TECHNIQUE
6 3580 ADAPTIVE RESONANCE THEORY//FUZZY ARTMAP//ARTMAP
7 791 FACE RECOGNITION//BIOMETRICS//IRIS RECOGNITION
8 1563 LASSO//VARIABLE SELECTION//SLICED INVERSE REGRESSION
9 2550 BAYESIAN NETWORKS//FUZZY COGNITIVE MAPS//INFLUENCE DIAGRAMS
10 868 BMC BIOINFORMATICS//MATHEMATICAL & COMPUTATIONAL BIOLOGY//BIOINFORMATICS

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