Class information for:
Level 1: EXTREME LEARNING MACHINE//EXTREME LEARNING MACHINE ELM//SINGLE HIDDEN LAYER FEEDFORWARD NETWORK

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
15121 730 31.5 62%


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
695 2             IEEE TRANSACTIONS ON NEURAL NETWORKS//EXTREME LEARNING MACHINE//NEURAL NETWORKS 13054
15121 1                   EXTREME LEARNING MACHINE//EXTREME LEARNING MACHINE ELM//SINGLE HIDDEN LAYER FEEDFORWARD NETWORK 730

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 EXTREME LEARNING MACHINE authKW 6884224 46% 49% 337
2 EXTREME LEARNING MACHINE ELM authKW 1706119 11% 52% 79
3 SINGLE HIDDEN LAYER FEEDFORWARD NETWORK authKW 392710 2% 72% 13
4 IOWA INFORMAT INITIAT address 361508 2% 79% 11
5 SINGLE HIDDEN LAYER FEEDFORWARD NEURAL NETWORKS authKW 337406 2% 73% 11
6 ONLINE SEQUENTIAL LEARNING authKW 334623 1% 100% 8
7 OS ELM authKW 297441 1% 89% 8
8 ELM KERNEL authKW 250967 1% 100% 6
9 NEUROCOMPUTING journal 215878 30% 2% 222
10 ONLINE SEQUENTIAL EXTREME LEARNING MACHINE OS ELM authKW 209139 1% 100% 5

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 50775 68% 0% 499
2 Engineering, General 876 9% 0% 64
3 Mathematics, Interdisciplinary Applications 722 8% 0% 55
4 Computer Science, Cybernetics 475 2% 0% 18
5 Automation & Control Systems 378 5% 0% 37
6 Engineering, Electrical & Electronic 228 13% 0% 93
7 Computer Science, Theory & Methods 165 5% 0% 35
8 Computer Science, Interdisciplinary Applications 163 5% 0% 34
9 Computer Science, Information Systems 145 4% 0% 31
10 Computer Science, Hardware & Architecture 123 3% 0% 19

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 IOWA INFORMAT INITIAT 361508 2% 79% 11
2 MACHINE LEARNING COMPUTAT INTELLIGENCE 133832 2% 27% 12
3 BUSINESS MANAGEMENT ANALYT 83656 0% 100% 2
4 MED IMAGE COMP NEU 83652 1% 50% 4
5 ATR DEF 55769 0% 67% 2
6 BRAIN LIKE COMP MACHINE INTELLIGENCE 44611 1% 27% 4
7 IOT INFORMAT FUS TECHNOL ZHEJIANG 43563 1% 21% 5
8 BEIJING DAHENG MED EQUIPMENT CO LTD 41828 0% 100% 1
9 BROOKHAVEN AFFAIRS 41828 0% 100% 1
10 CHEM IND PROC CONTROL TECHNOL 41828 0% 100% 1

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 215878 30% 2% 222
2 NEURAL COMPUTING & APPLICATIONS 52085 7% 2% 54
3 COGNITIVE COMPUTATION 33762 2% 4% 18
4 NEURAL PROCESSING LETTERS 13864 2% 2% 18
5 IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS 10042 2% 2% 16
6 IEEE TRANSACTIONS ON CYBERNETICS 9930 2% 2% 15
7 MATHEMATICAL PROBLEMS IN ENGINEERING 8757 6% 0% 44
8 NEURAL NETWORKS 6997 3% 1% 23
9 INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS 6498 1% 2% 8
10 WORLD WIDE WEB-INTERNET AND WEB INFORMATION SYSTEMS 4820 1% 2% 7

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 EXTREME LEARNING MACHINE 6884224 46% 49% 337 Search EXTREME+LEARNING+MACHINE Search EXTREME+LEARNING+MACHINE
2 EXTREME LEARNING MACHINE ELM 1706119 11% 52% 79 Search EXTREME+LEARNING+MACHINE+ELM Search EXTREME+LEARNING+MACHINE+ELM
3 SINGLE HIDDEN LAYER FEEDFORWARD NETWORK 392710 2% 72% 13 Search SINGLE+HIDDEN+LAYER+FEEDFORWARD+NETWORK Search SINGLE+HIDDEN+LAYER+FEEDFORWARD+NETWORK
4 SINGLE HIDDEN LAYER FEEDFORWARD NEURAL NETWORKS 337406 2% 73% 11 Search SINGLE+HIDDEN+LAYER+FEEDFORWARD+NEURAL+NETWORKS Search SINGLE+HIDDEN+LAYER+FEEDFORWARD+NEURAL+NETWORKS
5 ONLINE SEQUENTIAL LEARNING 334623 1% 100% 8 Search ONLINE+SEQUENTIAL+LEARNING Search ONLINE+SEQUENTIAL+LEARNING
6 OS ELM 297441 1% 89% 8 Search OS+ELM Search OS+ELM
7 ELM KERNEL 250967 1% 100% 6 Search ELM+KERNEL Search ELM+KERNEL
8 ONLINE SEQUENTIAL EXTREME LEARNING MACHINE OS ELM 209139 1% 100% 5 Search ONLINE+SEQUENTIAL+EXTREME+LEARNING+MACHINE+OS+ELM Search ONLINE+SEQUENTIAL+EXTREME+LEARNING+MACHINE+OS+ELM
9 INCREMENTAL EXTREME LEARNING MACHINE 174281 1% 83% 5 Search INCREMENTAL+EXTREME+LEARNING+MACHINE Search INCREMENTAL+EXTREME+LEARNING+MACHINE
10 ELM FEATURE SPACE 167312 1% 100% 4 Search ELM+FEATURE+SPACE Search ELM+FEATURE+SPACE

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 HUANG, G , HUANG, GB , SONG, SJ , YOU, KY , (2015) TRENDS IN EXTREME LEARNING MACHINES: A REVIEW.NEURAL NETWORKS. VOL. 61. ISSUE . P. 32 -48 86 53% 149
2 DING, SF , XU, XZ , NIE, R , (2014) EXTREME LEARNING MACHINE AND ITS APPLICATIONS.NEURAL COMPUTING & APPLICATIONS. VOL. 25. ISSUE 3-4. P. 549 -556 44 75% 7
3 CAO, JW , LIN, ZP , (2015) EXTREME LEARNING MACHINES ON HIGH DIMENSIONAL AND LARGE DATA APPLICATIONS: A SURVEY.MATHEMATICAL PROBLEMS IN ENGINEERING. VOL. . ISSUE . P. - 48 62% 4
4 SHAO, ZF , ER, MJ , WANG, N , (2016) AN EFFICIENT LEAVE-ONE-OUT CROSS-VALIDATION-BASED EXTREME LEARNING MACHINE (ELOO-ELM) WITH MINIMAL USER INTERVENTION.IEEE TRANSACTIONS ON CYBERNETICS. VOL. 46. ISSUE 8. P. 1939 -1951 32 84% 1
5 HUANG, GB , WANG, DH , LAN, Y , (2011) EXTREME LEARNING MACHINES: A SURVEY.INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS. VOL. 2. ISSUE 2. P. 107 -122 29 45% 534
6 HUANG, GB , (2014) AN INSIGHT INTO EXTREME LEARNING MACHINES: RANDOM NEURONS, RANDOM FEATURES AND KERNELS.COGNITIVE COMPUTATION. VOL. 6. ISSUE 3. P. 376 -390 22 55% 141
7 HE, YL , GENG, ZQ , ZHU, QX , (2015) A DATA-ATTRIBUTE-SPACE-ORIENTED DOUBLE PARALLEL (DASODP) STRUCTURE FOR ENHANCING EXTREME LEARNING MACHINE: APPLICATIONS TO REGRESSION DATASETS.ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE. VOL. 41. ISSUE . P. 65 -74 27 77% 4
8 SHAO, ZF , ER, MJ , (2016) EFFICIENT LEAVE-ONE-OUT CROSS-VALIDATION-BASED REGULARIZED EXTREME LEARNING MACHINE.NEUROCOMPUTING. VOL. 194. ISSUE . P. 260 -270 22 96% 0
9 HUANG, GB , ZHOU, HM , DING, XJ , ZHANG, R , (2012) EXTREME LEARNING MACHINE FOR REGRESSION AND MULTICLASS CLASSIFICATION.IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS. VOL. 42. ISSUE 2. P. 513 -529 15 48% 911
10 ZHAO, YP , LI, B , LI, YB , (2015) AN ACCELERATING SCHEME FOR DESTRUCTIVE PARSIMONIOUS EXTREME LEARNING MACHINE.NEUROCOMPUTING. VOL. 167. ISSUE . P. 671 -687 24 89% 0

Classes with closest relation at Level 1


Rank Class id link
1 11003 FORWARD REGRESSION//RADIAL BASIS FUNCTION NETWORK//NARMAX
2 6790 FEEDFORWARD NEURAL NETWORKS//BACKPROPAGATION//ONLINE GRADIENT METHOD
3 18552 DEEP LEARNING//RESTRICTED BOLTZMANN MACHINE//DEEP BELIEF NETWORKS
4 11247 SIGMOIDAL FUNCTION//RIDGE FUNCTIONS//COMMUN COMP SYST SCI DIST
5 2578 SUPPORT VECTOR MACHINE//TWIN SUPPORT VECTOR MACHINE//MULTI CLASS CLASSIFICATION
6 22584 ECHO STATE NETWORK//RESERVOIR COMPUTING//LIQUID STATE MACHINE
7 20065 WIDELY LINEAR MODEL//WIDELY LINEAR PROCESSING//COMPLEX VALUED NEURAL NETWORKS
8 15239 IMBALANCED DATASETS//IMBALANCED DATA//CLASS IMBALANCE
9 36337 MIN MAX MODULAR NEURAL NETWORK//NATIONAL VOTING//BRAIN OPERAT DEVICE
10 34228 ARTIFICIAL NEURAL NETWORKS//HARMONY LEARNING//INTELLIGENT INFORMAT SYST

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