Class information for:
Level 1: MULTI LABEL CLASSIFICATION//MULTI LABEL LEARNING//MULTIPLE INSTANCE LEARNING

Basic class information
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
12 4 COMPUTER SCIENCE, THEORY & METHODS//COMPUTER SCIENCE, INFORMATION SYSTEMS//COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE 1181119
148 3       COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//IEEE TRANSACTIONS ON NEURAL NETWORKS//ROUGH SETS 65230
464 2             COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//FEATURE SELECTION//SUPPORT VECTOR MACHINE 16171
17032 1                   MULTI LABEL CLASSIFICATION//MULTI LABEL LEARNING//MULTIPLE INSTANCE LEARNING 648

Terms with highest relevance score


rank Category termType chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 MULTI LABEL CLASSIFICATION authKW 4103542 21% 63% 135
2 MULTI LABEL LEARNING authKW 2228794 11% 65% 71
3 MULTIPLE INSTANCE LEARNING authKW 1429824 10% 47% 63
4 MULTI INSTANCE LEARNING authKW 931302 5% 64% 30
5 MULTI INSTANCE MULTI LABEL LEARNING authKW 547145 2% 75% 15
6 LABEL CORRELATIONS authKW 513710 2% 81% 13
7 HIERARCHICAL MULTI LABEL CLASSIFICATION authKW 420347 2% 79% 11
8 MULTI LABEL authKW 412950 3% 39% 22
9 LABEL DEPENDENCY authKW 405295 2% 83% 10
10 MULTI LABEL FEATURE SELECTION authKW 389086 1% 100% 8

Web of Science journal categories


chi_square_rank Category chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 Computer Science, Artificial Intelligence 39185 64% 0% 416
2 Computer Science, Information Systems 4810 23% 0% 148
3 Engineering, Electrical & Electronic 1301 28% 0% 180
4 Computer Science, Theory & Methods 626 9% 0% 59
5 Computer Science, Software Engineering 421 6% 0% 41
6 Automation & Control Systems 230 4% 0% 28
7 Computer Science, Interdisciplinary Applications 230 6% 0% 37
8 Mathematical & Computational Biology 220 4% 0% 24
9 Operations Research & Management Science 205 4% 0% 29
10 Computer Science, Hardware & Architecture 160 3% 0% 20

Address terms


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 COMP SCI NUMER ANAL 123878 3% 13% 20
2 KNOWLEDGE TECHNOL 102293 3% 12% 18
3 COMP GR H IMAGING VIS CGIV GRP 97272 0% 100% 2
4 INGN TELECOMUNICAC INFORMAT 97272 0% 100% 2
5 ZAMBIA AIDS RELATED TB PROJECT ZAM BART 97272 0% 100% 2
6 NOVEL SOFTWARE TECHNOL 88983 4% 8% 23
7 CAMS EQUIPE LALIC UMR 8557 48636 0% 100% 1
8 CGIV GRP 48636 0% 100% 1
9 CIENCIAS COMPUTACI INTELIGENCIA ARTIFICIAL 48636 0% 100% 1
10 CLOUD INFORMAT SERV 48636 0% 100% 1

Journals


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 MACHINE LEARNING 39401 5% 3% 32
2 JOURNAL OF MACHINE LEARNING RESEARCH 11896 3% 1% 20
3 PATTERN RECOGNITION 11572 6% 1% 41
4 ACM TRANSACTIONS ON KNOWLEDGE DISCOVERY FROM DATA 10127 1% 3% 7
5 NEUROCOMPUTING 9162 7% 0% 44
6 IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING 4992 3% 1% 18
7 KNOWLEDGE AND INFORMATION SYSTEMS 4307 2% 1% 10
8 DATA MINING AND KNOWLEDGE DISCOVERY 3874 1% 1% 7
9 INTELLIGENT DATA ANALYSIS 3675 1% 1% 7
10 PATTERN RECOGNITION LETTERS 3253 3% 0% 20

Author Key Words


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass LCSH search Wikipedia search
1 MULTI LABEL CLASSIFICATION 4103542 21% 63% 135 Search MULTI+LABEL+CLASSIFICATION Search MULTI+LABEL+CLASSIFICATION
2 MULTI LABEL LEARNING 2228794 11% 65% 71 Search MULTI+LABEL+LEARNING Search MULTI+LABEL+LEARNING
3 MULTIPLE INSTANCE LEARNING 1429824 10% 47% 63 Search MULTIPLE+INSTANCE+LEARNING Search MULTIPLE+INSTANCE+LEARNING
4 MULTI INSTANCE LEARNING 931302 5% 64% 30 Search MULTI+INSTANCE+LEARNING Search MULTI+INSTANCE+LEARNING
5 MULTI INSTANCE MULTI LABEL LEARNING 547145 2% 75% 15 Search MULTI+INSTANCE+MULTI+LABEL+LEARNING Search MULTI+INSTANCE+MULTI+LABEL+LEARNING
6 LABEL CORRELATIONS 513710 2% 81% 13 Search LABEL+CORRELATIONS Search LABEL+CORRELATIONS
7 HIERARCHICAL MULTI LABEL CLASSIFICATION 420347 2% 79% 11 Search HIERARCHICAL+MULTI+LABEL+CLASSIFICATION Search HIERARCHICAL+MULTI+LABEL+CLASSIFICATION
8 MULTI LABEL 412950 3% 39% 22 Search MULTI+LABEL Search MULTI+LABEL
9 LABEL DEPENDENCY 405295 2% 83% 10 Search LABEL+DEPENDENCY Search LABEL+DEPENDENCY
10 MULTI LABEL FEATURE SELECTION 389086 1% 100% 8 Search MULTI+LABEL+FEATURE+SELECTION Search MULTI+LABEL+FEATURE+SELECTION

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.

Classes with closest relation at Level 1


rank cluster_id2 link
1 13623 TEXT CATEGORIZATION//TEXT CLASSIFICATION//TERM WEIGHTING
2 20324 DOMAIN ADAPTATION//TRANSFER LEARNING//MULTI TASK LEARNING
3 13142 IMBALANCED DATASETS//IMBALANCED DATA//CLASS IMBALANCE
4 23007 MULTI CLASS CLASSIFICATION//ERROR CORRECTING OUTPUT CODES//ERROR CORRECTING OUTPUT CODES ECOC
5 20007 ACTIVE LEARNING//SEMI SUPERVISED LEARNING//CO TRAINING
6 1181 CONTENT BASED IMAGE RETRIEVAL//IMAGE RETRIEVAL//RELEVANCE FEEDBACK
7 3424 BOOSTING//BAGGING//MULTIPLE CLASSIFIER SYSTEMS
8 12248 INSTANCE SELECTION//PROTOTYPE SELECTION//PROTOTYPE GENERATION
9 8719 PEDESTRIAN DETECTION//OBJECT DETECTION//HUMAN DETECTION
10 3426 TWIN SUPPORT VECTOR MACHINE//SUPPORT VECTOR MACHINE//MULTIPLE KERNEL LEARNING

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