Class information for:
Level 1: ACTIVE LEARNING//SEMI SUPERVISED LEARNING//CO TRAINING

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
20007 1                   ACTIVE LEARNING//SEMI SUPERVISED LEARNING//CO TRAINING 502

Terms with highest relevance score


rank Category termType chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 ACTIVE LEARNING authKW 725643 27% 9% 134
2 SEMI SUPERVISED LEARNING authKW 580764 17% 11% 87
3 CO TRAINING authKW 579029 6% 33% 28
4 SELECTIVE SAMPLING authKW 334813 3% 33% 16
5 POOL BASED ACTIVE LEARNING authKW 251126 1% 100% 4
6 UNCERTAINTY SAMPLING authKW 211465 2% 42% 8
7 UNLABELED DATA authKW 208021 3% 25% 13
8 DISAGREEMENT COEFFICIENT authKW 200899 1% 80% 4
9 LABELED AND UNLABELED DATA authKW 188344 1% 100% 3
10 UNLABELLED DATA authKW 188344 1% 100% 3

Web of Science journal categories


chi_square_rank Category chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 Computer Science, Artificial Intelligence 33624 68% 0% 339
2 Computer Science, Information Systems 3294 22% 0% 108
3 Computer Science, Theory & Methods 871 12% 0% 60
4 Automation & Control Systems 742 8% 0% 42
5 Engineering, Electrical & Electronic 637 23% 0% 114
6 Computer Science, Hardware & Architecture 267 4% 0% 22
7 Statistics & Probability 201 5% 0% 27
8 Computer Science, Software Engineering 193 5% 0% 25
9 Computer Science, Cybernetics 129 2% 0% 8
10 Computer Science, Interdisciplinary Applications 96 4% 0% 22

Address terms


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 COGNIT UBIQUITOUS COMP CUBIC 141257 1% 75% 3
2 CBICRTNLISTSTATE INTELLIGENT TECHNOL 62781 0% 100% 1
3 COMMUN MULTIMED 62781 0% 100% 1
4 COORDENADORIA ENGN CONTROLE AUTOMACAO 62781 0% 100% 1
5 DISTRIBUTED INTELLIGENT COMPUTAT 62781 0% 100% 1
6 GRP KNOWLEDGE MEDIA 62781 0% 100% 1
7 KMD 62781 0% 100% 1
8 MALIS GRP 62781 0% 100% 1
9 QCIS QUANTUM COMPUTAT INTELLIGENT SYST 62781 0% 100% 1
10 SERVER MANAGEABIL GRP 62781 0% 100% 1

Journals


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 JOURNAL OF MACHINE LEARNING RESEARCH 52656 7% 2% 37
2 MACHINE LEARNING 14344 3% 1% 17
3 IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING 6455 4% 1% 18
4 LECTURE NOTES IN ARTIFICIAL INTELLIGENCE 5453 8% 0% 38
5 NEUROCOMPUTING 5129 6% 0% 29
6 IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS 5097 2% 1% 10
7 IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE 4763 4% 0% 19
8 INTELLIGENT DATA ANALYSIS 4748 1% 1% 7
9 ACM TRANSACTIONS ON ASIAN AND LOW-RESOURCE LANGUAGE INFORMATION PROCESSING 3920 0% 3% 2
10 KNOWLEDGE AND INFORMATION SYSTEMS 2723 1% 1% 7

Author Key Words


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass LCSH search Wikipedia search
1 ACTIVE LEARNING 725643 27% 9% 134 Search ACTIVE+LEARNING Search ACTIVE+LEARNING
2 SEMI SUPERVISED LEARNING 580764 17% 11% 87 Search SEMI+SUPERVISED+LEARNING Search SEMI+SUPERVISED+LEARNING
3 CO TRAINING 579029 6% 33% 28 Search CO+TRAINING Search CO+TRAINING
4 SELECTIVE SAMPLING 334813 3% 33% 16 Search SELECTIVE+SAMPLING Search SELECTIVE+SAMPLING
5 POOL BASED ACTIVE LEARNING 251126 1% 100% 4 Search POOL+BASED+ACTIVE+LEARNING Search POOL+BASED+ACTIVE+LEARNING
6 UNCERTAINTY SAMPLING 211465 2% 42% 8 Search UNCERTAINTY+SAMPLING Search UNCERTAINTY+SAMPLING
7 UNLABELED DATA 208021 3% 25% 13 Search UNLABELED+DATA Search UNLABELED+DATA
8 DISAGREEMENT COEFFICIENT 200899 1% 80% 4 Search DISAGREEMENT+COEFFICIENT Search DISAGREEMENT+COEFFICIENT
9 LABELED AND UNLABELED DATA 188344 1% 100% 3 Search LABELED+AND+UNLABELED+DATA Search LABELED+AND+UNLABELED+DATA
10 UNLABELLED DATA 188344 1% 100% 3 Search UNLABELLED+DATA Search UNLABELLED+DATA

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 20324 DOMAIN ADAPTATION//TRANSFER LEARNING//MULTI TASK LEARNING
2 37421 SUBSPACE INFORMATION CRITERION//PROJECTION LEARNING//PARTIAL PROJECTION FILTER
3 17032 MULTI LABEL CLASSIFICATION//MULTI LABEL LEARNING//MULTIPLE INSTANCE LEARNING
4 2290 DIMENSIONALITY REDUCTION//MANIFOLD LEARNING//FACE RECOGNITION
5 11783 PAC LEARNING//COMPUTATIONAL LEARNING THEORY//LEHRSTUHL MATH INFORMAT
6 3426 TWIN SUPPORT VECTOR MACHINE//SUPPORT VECTOR MACHINE//MULTIPLE KERNEL LEARNING
7 13623 TEXT CATEGORIZATION//TEXT CLASSIFICATION//TERM WEIGHTING
8 35480 GENERALIZED DIRICHLET//GENERALIZED DIRICHLET DISTRIBUTION//LIOUVILLE FAMILY OF DISTRIBUTIONS
9 23007 MULTI CLASS CLASSIFICATION//ERROR CORRECTING OUTPUT CODES//ERROR CORRECTING OUTPUT CODES ECOC
10 12248 INSTANCE SELECTION//PROTOTYPE SELECTION//PROTOTYPE GENERATION

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