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

Basic class information

ID Publications Average number
of references
Avg. shr. active
ref. in WoS
3130 1976 27.4 42%



Bar chart of Publication_year

Last years might be incomplete

Classes in level above (level 2)



ID, lev.
above
Publications Label for level above
396 16220 CREDIT SCORING//MACHINE LEARNING//FEATURE SELECTION

Terms with highest relevance score



Rank Term Type of term Relevance score
(tfidf)
Class's shr.
of term's tot.
occurrences
Shr. of publ.
in class containing
term
Num. of
publ. in
class
1 TWIN SUPPORT VECTOR MACHINE Author keyword 37 73% 1% 29
2 TWIN SUPPORT VECTOR MACHINES Author keyword 30 79% 1% 19
3 MULTIPLE KERNEL LEARNING Author keyword 20 26% 3% 66
4 NONPARALLEL HYPERPLANES Author keyword 17 100% 0% 8
5 FUZZY V SUPPORT VECTOR MACHINE Author keyword 11 100% 0% 6
6 LEARNING KERNELS Author keyword 11 78% 0% 7
7 WORKING SET SELECTION Author keyword 10 73% 0% 8
8 LINEAR PROGRAMMING SUPPORT VECTOR REGRESSION Author keyword 9 83% 0% 5
9 ROUGH MARGIN Author keyword 9 83% 0% 5
10 TWIN SUPPORT VECTOR REGRESSION Author keyword 9 83% 0% 5

Web of Science journal categories

Author Key Words



Rank Web of Science journal category Relevance score
(tfidf)
Class's shr.
of term's tot.
occurrences
Shr. of publ.
in class containing
term
Num. of
publ. in
class
LCSH search Wikipedia search
1 TWIN SUPPORT VECTOR MACHINE 37 73% 1% 29 Search TWIN+SUPPORT+VECTOR+MACHINE Search TWIN+SUPPORT+VECTOR+MACHINE
2 TWIN SUPPORT VECTOR MACHINES 30 79% 1% 19 Search TWIN+SUPPORT+VECTOR+MACHINES Search TWIN+SUPPORT+VECTOR+MACHINES
3 MULTIPLE KERNEL LEARNING 20 26% 3% 66 Search MULTIPLE+KERNEL+LEARNING Search MULTIPLE+KERNEL+LEARNING
4 NONPARALLEL HYPERPLANES 17 100% 0% 8 Search NONPARALLEL+HYPERPLANES Search NONPARALLEL+HYPERPLANES
5 FUZZY V SUPPORT VECTOR MACHINE 11 100% 0% 6 Search FUZZY+V+SUPPORT+VECTOR+MACHINE Search FUZZY+V+SUPPORT+VECTOR+MACHINE
6 LEARNING KERNELS 11 78% 0% 7 Search LEARNING+KERNELS Search LEARNING+KERNELS
7 WORKING SET SELECTION 10 73% 0% 8 Search WORKING+SET+SELECTION Search WORKING+SET+SELECTION
8 LINEAR PROGRAMMING SUPPORT VECTOR REGRESSION 9 83% 0% 5 Search LINEAR+PROGRAMMING+SUPPORT+VECTOR+REGRESSION Search LINEAR+PROGRAMMING+SUPPORT+VECTOR+REGRESSION
9 ROUGH MARGIN 9 83% 0% 5 Search ROUGH+MARGIN Search ROUGH+MARGIN
10 TWIN SUPPORT VECTOR REGRESSION 9 83% 0% 5 Search TWIN+SUPPORT+VECTOR+REGRESSION Search TWIN+SUPPORT+VECTOR+REGRESSION

Key Words Plus



Rank Web of Science journal category Relevance score
(tfidf)
Class's shr.
of term's tot.
occurrences
Shr. of publ.
in class containing
term
Num. of
publ. in
class
1 SMO ALGORITHM 48 59% 3% 55
2 FINITE NEWTON METHOD 25 77% 1% 17
3 WORKING SET SELECTION 23 79% 1% 15
4 PRUNING ERROR MINIMIZATION 11 78% 0% 7
5 SVM REGRESSION 9 41% 1% 17
6 SVM CLASSIFIERS 8 70% 0% 7
7 MACHINE CLASSIFICATION 8 75% 0% 6
8 HYPERPARAMETERS 7 53% 1% 10
9 SPARSE APPROXIMATION 6 35% 1% 14
10 SVM HYPERPARAMETERS 5 45% 0% 9

Journals

Reviews



Title Publ. year Cit. Active references % act. ref.
to same field
A tutorial on support vector regression 2004 1445 20 65%
A review of optimization methodologies in support vector machines 2011 31 18 67%
Multiple Kernel Learning for Visual Object Recognition: A Review 2014 3 20 35%
RECENT ADVANCES ON SUPPORT VECTOR MACHINES RESEARCH 2012 21 53 26%
Supervised classification and mathematical optimization 2013 5 163 31%
An overview on nonparallel hyperplane support vector machine algorithms 2014 0 34 97%
A unified SVM framework for signal estimation 2014 1 38 37%
A new training method for support vector machines: Clustering k-NN support vector machines 2008 17 7 43%
Support vector machines in engineering: an overview 2014 1 117 21%
A class of classification and regression methods by multiobjective programming 2009 2 6 33%

Address terms



Rank Address term Relevance score
(tfidf)
Class's shr.
of term's tot.
occurrences
Shr. of publ.
in class containing
term
Num. of
publ. in
class
1 INFORMAT SCI SYST SCI 6 80% 0.2% 4
2 FICTITIOUS ECON DATA SCI 5 18% 1.4% 27
3 ZHIJIANG 5 19% 1.2% 23
4 ADV INFORMAT SCI NETWORK TECHNOL BEIJIN 4 67% 0.2% 4
5 PL COMP SCI SCI COMP GRP 3 100% 0.2% 3
6 DTSC 3 45% 0.3% 5
7 ZNDY MINISTERIAL 3 45% 0.3% 5
8 RAILWAY MINIST 3 60% 0.2% 3
9 OPTIMIZAT INTELLIGENT SYST 2 50% 0.2% 3
10 MACHINE LEARNING DATA ANAL 2 33% 0.2% 4

Related classes at same level (level 1)



Rank Relatedness score Related classes
1 0.0000137757 COEFFICIENT REGULARIZATION//SAMPLE COMPRESSION//LEARNING THEORY
2 0.0000131329 OUTLIER DETECTION//NOVELTY DETECTION//ONE CLASS CLASSIFICATION
3 0.0000131145 TRANSFER LEARNING//MULTITASK LEARNING//DOMAIN ADAPTATION
4 0.0000115023 EXTREME LEARNING MACHINE//EXTREME LEARNING MACHINE ELM//OS ELM
5 0.0000093837 CLASS IMBALANCE PROBLEM//CLASS IMBALANCE//COST SENSITIVE LEARNING
6 0.0000088453 BOOSTING//BAGGING//ENSEMBLE PRUNING
7 0.0000084873 MEAN FIELD VARIATIONAL BAYES//EXPECTATION PROPAGATION//GAUSSIAN PROCESSES MODEL
8 0.0000071644 FACE RECOGNITION//DIMENSIONALITY REDUCTION//MANIFOLD LEARNING
9 0.0000071287 LINEAR STATISTICAL MODELS//MULTI GROUP CLASSIFICATION//CREDIT CARD PORTFOLIO MANAGEMENT
10 0.0000068827 PROTOTYPE SELECTION//INSTANCE SELECTION//PROTOTYPE REDUCTION SCHEMES PRS