Class information for:
Level 1: TWIN SUPPORT VECTOR MACHINE//SUPPORT VECTOR MACHINE//MULTIPLE KERNEL 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
3426 1                   TWIN SUPPORT VECTOR MACHINE//SUPPORT VECTOR MACHINE//MULTIPLE KERNEL LEARNING 2021

Terms with highest relevance score


rank Category termType chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 TWIN SUPPORT VECTOR MACHINE authKW 966193 4% 85% 73
2 SUPPORT VECTOR MACHINE authKW 804357 31% 8% 636
3 MULTIPLE KERNEL LEARNING authKW 334385 4% 30% 71
4 KERNEL METHODS authKW 203751 5% 13% 101
5 TWIN SUPPORT VECTOR REGRESSION authKW 187115 1% 100% 12
6 NONPARALLEL PLANES authKW 155929 0% 100% 10
7 NONPARALLEL HYPERPLANES authKW 140336 0% 100% 9
8 WORKING SET SELECTION authKW 140336 0% 100% 9
9 SUPPORT VECTOR REGRESSION authKW 136174 5% 9% 97
10 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE WoSSC 123848 65% 1% 1306

Web of Science journal categories


chi_square_rank Category chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 Computer Science, Artificial Intelligence 123848 65% 1% 1306
2 Computer Science, Theory & Methods 4510 13% 0% 272
3 Engineering, Electrical & Electronic 3209 25% 0% 506
4 Operations Research & Management Science 2316 8% 0% 163
5 Automation & Control Systems 1465 6% 0% 121
6 Computer Science, Information Systems 1435 8% 0% 152
7 Computer Science, Cybernetics 657 2% 0% 36
8 Computer Science, Hardware & Architecture 624 3% 0% 69
9 Computer Science, Interdisciplinary Applications 540 5% 0% 102
10 Computer Science, Software Engineering 448 4% 0% 79

Address terms


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 ZHIJIANG 106605 2% 20% 34
2 OPTIMIZAT INTELLIGENT SYST 64969 0% 83% 5
3 FICTITIOUS ECON DATA SCI 60741 1% 14% 27
4 DTSC 58767 0% 54% 7
5 INFORMAT SCI SYST SCI 49896 0% 80% 4
6 PL COMP SCI SCI COMP GRP 46779 0% 100% 3
7 INFORMAT TECHNOL SUPPORTING 41578 0% 67% 4
8 GRUP PROCESSAMENT DIGITAL SENYALS 31186 0% 100% 2
9 TEST PACKAGE AUTOMAT GRP 31186 0% 100% 2
10 BASIC COURSE TEACHING 27838 0% 36% 5

Journals


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 IEEE TRANSACTIONS ON NEURAL NETWORKS 67653 6% 4% 112
2 NEUROCOMPUTING 66498 10% 2% 209
3 JOURNAL OF MACHINE LEARNING RESEARCH 44104 3% 4% 68
4 IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS 36954 3% 4% 54
5 INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS 25608 1% 6% 29
6 PATTERN RECOGNITION 22028 5% 1% 100
7 NEURAL COMPUTING & APPLICATIONS 19505 3% 2% 56
8 NEURAL PROCESSING LETTERS 17317 2% 3% 34
9 MACHINE LEARNING 15943 2% 3% 36
10 NEURAL COMPUTATION 14982 2% 2% 50

Author Key Words


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass LCSH search Wikipedia search
1 TWIN SUPPORT VECTOR MACHINE 966193 4% 85% 73 Search TWIN+SUPPORT+VECTOR+MACHINE Search TWIN+SUPPORT+VECTOR+MACHINE
2 SUPPORT VECTOR MACHINE 804357 31% 8% 636 Search SUPPORT+VECTOR+MACHINE Search SUPPORT+VECTOR+MACHINE
3 MULTIPLE KERNEL LEARNING 334385 4% 30% 71 Search MULTIPLE+KERNEL+LEARNING Search MULTIPLE+KERNEL+LEARNING
4 KERNEL METHODS 203751 5% 13% 101 Search KERNEL+METHODS Search KERNEL+METHODS
5 TWIN SUPPORT VECTOR REGRESSION 187115 1% 100% 12 Search TWIN+SUPPORT+VECTOR+REGRESSION Search TWIN+SUPPORT+VECTOR+REGRESSION
6 NONPARALLEL PLANES 155929 0% 100% 10 Search NONPARALLEL+PLANES Search NONPARALLEL+PLANES
7 NONPARALLEL HYPERPLANES 140336 0% 100% 9 Search NONPARALLEL+HYPERPLANES Search NONPARALLEL+HYPERPLANES
8 WORKING SET SELECTION 140336 0% 100% 9 Search WORKING+SET+SELECTION Search WORKING+SET+SELECTION
9 SUPPORT VECTOR REGRESSION 136174 5% 9% 97 Search SUPPORT+VECTOR+REGRESSION Search SUPPORT+VECTOR+REGRESSION
10 MATRIX PATTERN 110881 0% 89% 8 Search MATRIX+PATTERN Search MATRIX+PATTERN

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 23007 MULTI CLASS CLASSIFICATION//ERROR CORRECTING OUTPUT CODES//ERROR CORRECTING OUTPUT CODES ECOC
2 9379 REPRODUCING KERNEL HILBERT SPACE//LEARNING THEORY//GENERALIZATION BOUNDS
3 37426 STRING KERNELS//LEARNING WITH SEQUENTIAL DATA//SEQUENCE KERNELS
4 13023 OUTLIER DETECTION//ONE CLASS CLASSIFICATION//NOVELTY DETECTION
5 20007 ACTIVE LEARNING//SEMI SUPERVISED LEARNING//CO TRAINING
6 26842 LEVERAGE SCORES//RANDOMIZED LINEAR ALGEBRA//STATISTICAL LEVERAGE
7 2290 DIMENSIONALITY REDUCTION//MANIFOLD LEARNING//FACE RECOGNITION
8 37100 ANNEALING ROBUST LEARNING ALGORITHM//ROBUST LEARNING ALGORITHM//ESTIMATION QUALITY
9 13691 EXTREME LEARNING MACHINE//EXTREME LEARNING MACHINE ELM//SINGLE HIDDEN LAYER FEEDFORWARD NETWORK
10 13142 IMBALANCED DATASETS//IMBALANCED DATA//CLASS IMBALANCE

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