Class information for:
Level 1: FEEDFORWARD NEURAL NETWORKS//BACKPROPAGATION//ONLINE GRADIENT METHOD

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
6790 1443 23.6 38%


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
6790 1                   FEEDFORWARD NEURAL NETWORKS//BACKPROPAGATION//ONLINE GRADIENT METHOD 1443

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 FEEDFORWARD NEURAL NETWORKS authKW 400252 6% 22% 87
2 BACKPROPAGATION authKW 219185 7% 10% 108
3 ONLINE GRADIENT METHOD authKW 171389 1% 90% 9
4 IEEE TRANSACTIONS ON NEURAL NETWORKS journal 114478 9% 4% 125
5 ADAPTIVE MOMENTUM authKW 105797 0% 100% 5
6 NEURAL NETWORKS journal 101648 9% 4% 123
7 CONSTRAINED LEARNING ALGORITHM authKW 84637 0% 100% 4
8 MAPPING SENSITIVITY authKW 84637 0% 100% 4
9 SMOOTHING L 1 2 REGULARIZATION authKW 84637 0% 100% 4
10 WEIGHT INITIALIZATION authKW 76169 0% 60% 6

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 62439 54% 0% 780
2 Computer Science, Theory & Methods 4007 15% 0% 216
3 Engineering, Electrical & Electronic 1779 22% 0% 322
4 Computer Science, Cybernetics 753 2% 0% 32
5 Computer Science, Information Systems 744 6% 0% 93
6 Neurosciences 610 14% 0% 205
7 Computer Science, Interdisciplinary Applications 526 6% 0% 83
8 Operations Research & Management Science 330 4% 0% 56
9 Automation & Control Systems 278 3% 0% 47
10 Computer Science, Hardware & Architecture 236 3% 0% 37

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 PLATFORM SEARCH GRP 42319 0% 100% 2
2 UP ARTIFICIAL INTELLIGENCE 42319 0% 100% 2
3 HEFEI INTELLIGENT MACHINES 32927 1% 9% 18
4 INFORMAT POLICY STUDIES 30772 0% 36% 4
5 HUMAN ARTIFICIAL INTELLIGENCE SYST 29034 1% 15% 9
6 NONLINEAR UNCERTAIN SYST GRP 28211 0% 67% 2
7 UPAIRC 25382 0% 20% 6
8 INTELLIGENT COMP 24809 1% 9% 13
9 UNIT INTELLIGENT CONTROL DESIGN OPTIMIZAT C 23801 0% 38% 3
10 ALMECH 21159 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 IEEE TRANSACTIONS ON NEURAL NETWORKS 114478 9% 4% 125
2 NEURAL NETWORKS 101648 9% 4% 123
3 NEURAL PROCESSING LETTERS 49910 3% 5% 48
4 NEUROCOMPUTING 42625 10% 1% 139
5 NEURAL COMPUTATION 14788 3% 2% 42
6 NEURAL COMPUTING & APPLICATIONS 10400 2% 1% 34
7 NEURAL NETWORK WORLD 8816 1% 3% 14
8 LECTURE NOTES IN COMPUTER SCIENCE 5843 11% 0% 159
9 LECTURE NOTES IN ARTIFICIAL INTELLIGENCE 3390 4% 0% 52
10 SYSTEMS AND COMPUTERS IN JAPAN 3267 0% 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 FEEDFORWARD NEURAL NETWORKS 400252 6% 22% 87 Search FEEDFORWARD+NEURAL+NETWORKS Search FEEDFORWARD+NEURAL+NETWORKS
2 BACKPROPAGATION 219185 7% 10% 108 Search BACKPROPAGATION Search BACKPROPAGATION
3 ONLINE GRADIENT METHOD 171389 1% 90% 9 Search ONLINE+GRADIENT+METHOD Search ONLINE+GRADIENT+METHOD
4 ADAPTIVE MOMENTUM 105797 0% 100% 5 Search ADAPTIVE+MOMENTUM Search ADAPTIVE+MOMENTUM
5 CONSTRAINED LEARNING ALGORITHM 84637 0% 100% 4 Search CONSTRAINED+LEARNING+ALGORITHM Search CONSTRAINED+LEARNING+ALGORITHM
6 MAPPING SENSITIVITY 84637 0% 100% 4 Search MAPPING+SENSITIVITY Search MAPPING+SENSITIVITY
7 SMOOTHING L 1 2 REGULARIZATION 84637 0% 100% 4 Search SMOOTHING+L+1+2+REGULARIZATION Search SMOOTHING+L+1+2+REGULARIZATION
8 WEIGHT INITIALIZATION 76169 0% 60% 6 Search WEIGHT+INITIALIZATION Search WEIGHT+INITIALIZATION
9 MOMENTUM TERM 75566 0% 71% 5 Search MOMENTUM+TERM Search MOMENTUM+TERM
10 NEURAL NETWORK TRAINING 73136 1% 31% 11 Search NEURAL+NETWORK+TRAINING Search NEURAL+NETWORK+TRAINING

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 CARTWRIGHT, H , CURTEANU, S , (2011) NEURAL NETWORKS APPLIED IN CHEMISTRY. I. DETERMINATION OF THE OPTIMAL TOPOLOGY OF MULTILAYER PERCEPTRON NEURAL NETWORKS.JOURNAL OF CHEMOMETRICS. VOL. 25. ISSUE 10. P. 527 -549 52 39% 24
2 THOMAS, P , SUHNER, MC , (2015) A NEW MULTILAYER PERCEPTRON PRUNING ALGORITHM FOR CLASSIFICATION AND REGRESSION APPLICATIONS.NEURAL PROCESSING LETTERS. VOL. 42. ISSUE 2. P. 437 -458 28 64% 0
3 ZHANG, HS , TANG, YL , (2017) ONLINE GRADIENT METHOD WITH SMOOTHING L(0) REGULARIZATION FOR FEEDFORWARD NEURAL NETWORKS.NEUROCOMPUTING. VOL. 224. ISSUE . P. 1 -8 23 70% 0
4 ISLAM, MM , SATTAR, MA , AMIN, MF , YAO, X , MURASE, K , (2009) A NEW ADAPTIVE MERGING AND GROWING ALGORITHM FOR DESIGNING ARTIFICIAL NEURAL NETWORKS.IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS. VOL. 39. ISSUE 3. P. 705 -722 25 69% 34
5 WANG, J , YANG, J , WU, W , (2011) CONVERGENCE OF CYCLIC AND ALMOST-CYCLIC LEARNING WITH MOMENTUM FOR FEEDFORWARD NEURAL NETWORKS.IEEE TRANSACTIONS ON NEURAL NETWORKS. VOL. 22. ISSUE 8. P. 1297 -1306 20 83% 8
6 KATHIRVALAVAKUMAR, T , SUBAVATHI, SJ , (2009) NEIGHBORHOOD BASED MODIFIED BACKPROPAGATION ALGORITHM USING ADAPTIVE LEARNING PARAMETERS FOR TRAINING FEEDFORWARD NEURAL NETWORKS.NEUROCOMPUTING. VOL. 72. ISSUE 16-18. P. 3915 -3921 17 100% 11
7 FAN, QW , WU, W , ZURADA, JM , (2016) CONVERGENCE OF BATCH GRADIENT LEARNING WITH SMOOTHING REGULARIZATION AND ADAPTIVE MOMENTUM FOR NEURAL NETWORKS.SPRINGERPLUS. VOL. 5. ISSUE . P. - 17 71% 3
8 MAGOULAS, GD , VRAHATIS, MN , (2006) ADAPTIVE ALGORITHMS FOR NEURAL NETWORK SUPERVISED LEARNING: A DETERMINISTIC OPTIMIZATION APPROACH.INTERNATIONAL JOURNAL OF BIFURCATION AND CHAOS. VOL. 16. ISSUE 7. P. 1929 -1950 26 70% 1
9 WU, W , WANG, JA , CHENG, MS , LI, ZX , (2011) CONVERGENCE ANALYSIS OF ONLINE GRADIENT METHOD FOR BP NEURAL NETWORKS.NEURAL NETWORKS. VOL. 24. ISSUE 1. P. 91-98 14 100% 27
10 RADI, A , POLI, R , (1999) GENETIC PROGRAMMING DISCOVERS EFFICIENT LEARNING RULES FOR THE HIDDEN AND OUTPUT LAYERS OF FEEDFORWARD NEURAL NETWORKS.GENETIC PROGRAMMING. VOL. 1598. ISSUE . P. 120 -134 23 92% 0

Classes with closest relation at Level 1


Rank Class id link
1 33536 JOHNS HOPKINS EPILEPSY//BIOLOGICAL BASED NEURON MODELS//HYLCAM
2 36337 MIN MAX MODULAR NEURAL NETWORK//NATIONAL VOTING//BRAIN OPERAT DEVICE
3 11247 SIGMOIDAL FUNCTION//RIDGE FUNCTIONS//COMMUN COMP SYST SCI DIST
4 22324 NEURON MOS//THRESHOLD LOGIC//NEURON MOS TRANSISTOR
5 11003 FORWARD REGRESSION//RADIAL BASIS FUNCTION NETWORK//NARMAX
6 37076 RUBBLIZATION//ADAPTIVE ACTIVATION FUNCTIONS//SPLINE NEURAL NETWORKS
7 21323 RULE EXTRACTION//KNOWLEDGE INSERTION//RULE EXTRACTION FROM NEURAL NETWORKS
8 10785 ON CHIP LEARNING//IEEE TRANSACTIONS ON NEURAL NETWORKS//CONTINUOUS VALUED NUMBER SYSTEM CVNS
9 15121 EXTREME LEARNING MACHINE//EXTREME LEARNING MACHINE ELM//SINGLE HIDDEN LAYER FEEDFORWARD NETWORK
10 10107 SYSTEMATICITY//RECURRENT NEURAL NETWORKS//CONNECTIONISM

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