Class information for:
Level 1: SUPPORT VECTOR MACHINE//TWIN SUPPORT VECTOR MACHINE//MULTI CLASS CLASSIFICATION

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
2578 2204 28.3 44%


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
2578 1                   SUPPORT VECTOR MACHINE//TWIN SUPPORT VECTOR MACHINE//MULTI CLASS CLASSIFICATION 2204

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 SUPPORT VECTOR MACHINE authKW 854520 31% 9% 673
2 TWIN SUPPORT VECTOR MACHINE authKW 800667 3% 85% 68
3 MULTI CLASS CLASSIFICATION authKW 485700 5% 32% 110
4 MULTIPLE KERNEL LEARNING authKW 343258 3% 34% 73
5 KERNEL METHODS authKW 181340 4% 13% 99
6 ERROR CORRECTING OUTPUT CODES authKW 158300 1% 57% 20
7 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE WoSSC 139337 65% 1% 1437
8 NONPARALLEL PLANES authKW 138527 0% 100% 10
9 NONPARALLEL HYPERPLANES authKW 124675 0% 100% 9
10 WORKING SET SELECTION authKW 124675 0% 100% 9

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 139337 65% 1% 1437
2 Computer Science, Theory & Methods 5589 14% 0% 316
3 Engineering, Electrical & Electronic 3497 25% 0% 549
4 Operations Research & Management Science 2070 7% 0% 162
5 Computer Science, Information Systems 2029 8% 0% 185
6 Automation & Control Systems 1506 6% 0% 127
7 Computer Science, Cybernetics 606 2% 0% 36
8 Computer Science, Software Engineering 581 4% 0% 93
9 Computer Science, Hardware & Architecture 477 3% 0% 64
10 Computer Science, Interdisciplinary Applications 411 4% 0% 95

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 ZHIJIANG 96448 1% 22% 32
2 FICTITIOUS ECON DATA SCI 63465 1% 16% 28
3 DTSC 52208 0% 54% 7
4 EA 2101 49471 0% 71% 5
5 INFORMAT SCI SYST SCI 44327 0% 80% 4
6 PL COMP SCI SCI COMP GRP 41558 0% 100% 3
7 ADV INFORMAT SCI NETWORK TECHNOL BEIJIN 36938 0% 67% 4
8 INFORMAT TECHNOL SUPPORTING 36938 0% 67% 4
9 BASIC COURSE TEACHING 28854 0% 42% 5
10 GRP VIS ANAL IMAGE 27705 0% 100% 2

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 NEUROCOMPUTING 77786 11% 2% 232
2 IEEE TRANSACTIONS ON NEURAL NETWORKS 66701 5% 4% 118
3 JOURNAL OF MACHINE LEARNING RESEARCH 55058 4% 5% 79
4 PATTERN RECOGNITION 27584 5% 2% 117
5 IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS 27487 2% 4% 46
6 INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS 19369 1% 6% 24
7 MACHINE LEARNING 18761 2% 3% 41
8 NEURAL COMPUTING & APPLICATIONS 18480 3% 2% 56
9 NEURAL PROCESSING LETTERS 18344 2% 4% 36
10 NEURAL COMPUTATION 16588 2% 2% 55

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 SUPPORT VECTOR MACHINE 854520 31% 9% 673 Search SUPPORT+VECTOR+MACHINE Search SUPPORT+VECTOR+MACHINE
2 TWIN SUPPORT VECTOR MACHINE 800667 3% 85% 68 Search TWIN+SUPPORT+VECTOR+MACHINE Search TWIN+SUPPORT+VECTOR+MACHINE
3 MULTI CLASS CLASSIFICATION 485700 5% 32% 110 Search MULTI+CLASS+CLASSIFICATION Search MULTI+CLASS+CLASSIFICATION
4 MULTIPLE KERNEL LEARNING 343258 3% 34% 73 Search MULTIPLE+KERNEL+LEARNING Search MULTIPLE+KERNEL+LEARNING
5 KERNEL METHODS 181340 4% 13% 99 Search KERNEL+METHODS Search KERNEL+METHODS
6 ERROR CORRECTING OUTPUT CODES 158300 1% 57% 20 Search ERROR+CORRECTING+OUTPUT+CODES Search ERROR+CORRECTING+OUTPUT+CODES
7 NONPARALLEL PLANES 138527 0% 100% 10 Search NONPARALLEL+PLANES Search NONPARALLEL+PLANES
8 NONPARALLEL HYPERPLANES 124675 0% 100% 9 Search NONPARALLEL+HYPERPLANES Search NONPARALLEL+HYPERPLANES
9 WORKING SET SELECTION 124675 0% 100% 9 Search WORKING+SET+SELECTION Search WORKING+SET+SELECTION
10 SUPPORT VECTOR REGRESSION 112834 4% 9% 90 Search SUPPORT+VECTOR+REGRESSION Search SUPPORT+VECTOR+REGRESSION

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 CHANG, CC , LIN, CJ , (2011) LIBSVM: A LIBRARY FOR SUPPORT VECTOR MACHINES.ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY. VOL. 2. ISSUE 3. P. - 15 79% 1752
2 LI, CN , HUANG, YF , WU, HJ , SHAO, YH , YANG, ZM , (2016) MULTIPLE RECURSIVE PROJECTION TWIN SUPPORT VECTOR MACHINE FOR MULTI-CLASS CLASSIFICATION.INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS. VOL. 7. ISSUE 5. P. 729 -740 30 91% 2
3 DING, SF , HUA, XP , YU, JZ , (2014) AN OVERVIEW ON NONPARALLEL HYPERPLANE SUPPORT VECTOR MACHINE ALGORITHMS.NEURAL COMPUTING & APPLICATIONS. VOL. 25. ISSUE 5. P. 975 -982 33 97% 2
4 ZHAO, YP , ZHAO, J , ZHAO, M , (2013) TWIN LEAST SQUARES SUPPORT VECTOR REGRESSION.NEUROCOMPUTING. VOL. 118. ISSUE . P. 225 -236 29 94% 13
5 PENG, XJ , XU, D , KONG, LY , CHEN, DJ , (2016) L-1-NORM LOSS BASED TWIN SUPPORT VECTOR MACHINE FOR DATA RECOGNITION.INFORMATION SCIENCES. VOL. 340. ISSUE . P. 86 -103 30 91% 0
6 PENG, XJ , KONG, LY , CHEN, DJ , (2017) A STRUCTURAL INFORMATION-BASED TWIN-HYPERSPHERE SUPPORT VECTOR MACHINE CLASSIFIER.INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS. VOL. 8. ISSUE 1. P. 295 -308 18 90% 1
7 TANVEER, M , (2015) APPLICATION OF SMOOTHING TECHNIQUES FOR LINEAR PROGRAMMING TWIN SUPPORT VECTOR MACHINES.KNOWLEDGE AND INFORMATION SYSTEMS. VOL. 45. ISSUE 1. P. 191 -214 27 87% 1
8 TANVEER, M , SHUBHAM, K , ALDHAIFALLAH, M , HO, SS , (2016) AN EFFICIENT REGULARIZED K-NEAREST NEIGHBOR BASED WEIGHTED TWIN SUPPORT VECTOR REGRESSION.KNOWLEDGE-BASED SYSTEMS. VOL. 94. ISSUE . P. 70 -87 25 78% 2
9 ZHANG, XK , DING, SF , XUE, Y , (2017) AN IMPROVED MULTIPLE BIRTH SUPPORT VECTOR MACHINE FOR PATTERN CLASSIFICATION.NEUROCOMPUTING. VOL. 225. ISSUE . P. 119 -128 26 84% 0
10 LIU, DL , SHI, Y , TIAN, YJ , (2015) RAMP LOSS NONPARALLEL SUPPORT VECTOR MACHINE FOR PATTERN CLASSIFICATION.KNOWLEDGE-BASED SYSTEMS. VOL. 85. ISSUE . P. 224 -233 26 84% 2

Classes with closest relation at Level 1


Rank Class id link
1 25585 SEMI SUPERVISED LEARNING//CO TRAINING//TRI TRAINING
2 14382 ONE CLASS CLASSIFICATION//NOVELTY DETECTION//OUTLIER DETECTION
3 35708 TREE KERNELS//RATIONAL KERNELS//STRING KERNELS
4 23956 FIRST ORDER METHODS//ITERATION COMPLEXITY//OPTIMAL METHODS
5 16422 TRANSFER LEARNING//DOMAIN ADAPTATION//MULTI TASK LEARNING
6 36337 MIN MAX MODULAR NEURAL NETWORK//NATIONAL VOTING//BRAIN OPERAT DEVICE
7 15239 IMBALANCED DATASETS//IMBALANCED DATA//CLASS IMBALANCE
8 15121 EXTREME LEARNING MACHINE//EXTREME LEARNING MACHINE ELM//SINGLE HIDDEN LAYER FEEDFORWARD NETWORK
9 4232 PAC LEARNING//LEARNING THEORY//COMPUTATIONAL LEARNING THEORY
10 32300 STAT INFORMAT TECHNOL DATA MIN//HUNAN PROV NETWORK INVEST TECHNOL//FRACTIONAL FOURIER ENTROPY

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