Class information for:
Level 1: STDP//SPIKE TIMING DEPENDENT PLASTICITY//SPIKING NEURAL NETWORKS

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
9679 1131 44.6 75%


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
11 4 NEUROSCIENCES//CLINICAL NEUROLOGY//NEUROL 1112395
338 3       EEG//ZHURNAL VYSSHEI NERVNOI DEYATELNOSTI IMENI I P PAVLOVA//BRAIN COMPUTER INTERFACE 37207
481 2             NEURAL COMPUTATION//JOURNAL OF COMPUTATIONAL NEUROSCIENCE//SPIKING NEURAL NETWORKS 15752
9679 1                   STDP//SPIKE TIMING DEPENDENT PLASTICITY//SPIKING NEURAL NETWORKS 1131

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 STDP authKW 925881 7% 46% 75
2 SPIKE TIMING DEPENDENT PLASTICITY authKW 849543 7% 43% 74
3 SPIKING NEURAL NETWORKS authKW 751115 7% 35% 80
4 SPIKING NEURONS authKW 271034 5% 20% 51
5 SPIKE TIMING DEPENDENT PLASTICITY STDP authKW 198873 2% 39% 19
6 SPIKE TIMING DEPENDENT SYNAPTIC PLASTICITY authKW 157069 1% 73% 8
7 NEURAL COMPUTATION journal 144508 10% 5% 116
8 HEBBIAN LEARNING authKW 126805 3% 14% 34
9 KNOWLEDGE ENGN DISCOVERY address 123337 2% 24% 19
10 WEIGHT NORMALIZATION authKW 112486 0% 83% 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 23959 38% 0% 430
2 Neurosciences 11297 58% 0% 651
3 Mathematical & Computational Biology 6969 15% 0% 165
4 Computer Science, Cybernetics 1970 4% 0% 45
5 Robotics 274 2% 0% 17
6 Computer Science, Theory & Methods 211 4% 0% 50
7 Biochemical Research Methods 171 5% 0% 57
8 Physics, Mathematical 157 4% 0% 45
9 Biology 128 4% 0% 42
10 Physics, Fluids & Plasmas 115 3% 0% 34

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 KNOWLEDGE ENGN DISCOVERY 123337 2% 24% 19
2 PHYS T35 89977 1% 33% 10
3 BCCN MUNICH 88183 1% 47% 7
4 KEDRI 82267 1% 38% 8
5 NEUROHEURIST 62465 1% 26% 9
6 CHUG MICHALLON 53994 0% 100% 2
7 INT MAX PLANCK NEURAL CIRCUITS 53994 0% 100% 2
8 PHYS NONLINEAR DYNAM 53994 0% 100% 2
9 NEUROHEURIST GRP 48984 1% 26% 7
10 COMP INTELLIGENT SYST 39464 1% 9% 16

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 NEURAL COMPUTATION 144508 10% 5% 116
2 FRONTIERS IN COMPUTATIONAL NEUROSCIENCE 82710 5% 6% 51
3 INTERNATIONAL JOURNAL OF NEURAL SYSTEMS 38943 3% 5% 30
4 NEUROCOMPUTING 26463 9% 1% 97
5 NEURAL NETWORKS 24032 5% 2% 53
6 FRONTIERS IN NEUROROBOTICS 19620 1% 9% 8
7 PLOS COMPUTATIONAL BIOLOGY 18251 5% 1% 56
8 BIOLOGICAL CYBERNETICS 16472 4% 1% 43
9 NETWORK-COMPUTATION IN NEURAL SYSTEMS 10665 1% 3% 15
10 JOURNAL OF COMPUTATIONAL NEUROSCIENCE 9038 2% 2% 18

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 STDP 925881 7% 46% 75 Search STDP Search STDP
2 SPIKE TIMING DEPENDENT PLASTICITY 849543 7% 43% 74 Search SPIKE+TIMING+DEPENDENT+PLASTICITY Search SPIKE+TIMING+DEPENDENT+PLASTICITY
3 SPIKING NEURAL NETWORKS 751115 7% 35% 80 Search SPIKING+NEURAL+NETWORKS Search SPIKING+NEURAL+NETWORKS
4 SPIKING NEURONS 271034 5% 20% 51 Search SPIKING+NEURONS Search SPIKING+NEURONS
5 SPIKE TIMING DEPENDENT PLASTICITY STDP 198873 2% 39% 19 Search SPIKE+TIMING+DEPENDENT+PLASTICITY+STDP Search SPIKE+TIMING+DEPENDENT+PLASTICITY+STDP
6 SPIKE TIMING DEPENDENT SYNAPTIC PLASTICITY 157069 1% 73% 8 Search SPIKE+TIMING+DEPENDENT+SYNAPTIC+PLASTICITY Search SPIKE+TIMING+DEPENDENT+SYNAPTIC+PLASTICITY
7 HEBBIAN LEARNING 126805 3% 14% 34 Search HEBBIAN+LEARNING Search HEBBIAN+LEARNING
8 WEIGHT NORMALIZATION 112486 0% 83% 5 Search WEIGHT+NORMALIZATION Search WEIGHT+NORMALIZATION
9 RANK ORDER CODING 110232 1% 58% 7 Search RANK+ORDER+CODING Search RANK+ORDER+CODING
10 NEUCUBE 107988 0% 100% 4 Search NEUCUBE Search NEUCUBE

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 ZENKE, F , GERSTNER, W , (2017) HEBBIAN PLASTICITY REQUIRES COMPENSATORY PROCESSES ON MULTIPLE TIMESCALES.PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES. VOL. 372. ISSUE 1715. P. - 62 50% 4
2 GILSON, M , BURKITT, A , VAN HEMMEN, JL , (2010) STDP IN RECURRENT NEURONAL NETWORKS.FRONTIERS IN COMPUTATIONAL NEUROSCIENCE. VOL. 4. ISSUE . P. - 71 81% 13
3 MORRISON, A , DIESMANN, M , GERSTNER, W , (2008) PHENOMENOLOGICAL MODELS OF SYNAPTIC PLASTICITY BASED ON SPIKE TIMING.BIOLOGICAL CYBERNETICS. VOL. 98. ISSUE 6. P. 459 -478 57 66% 140
4 FELDMAN, DE , (2012) THE SPIKE-TIMING DEPENDENCE OF PLASTICITY.NEURON. VOL. 75. ISSUE 4. P. 556 -571 60 44% 150
5 GILSON, M , FUKAI, T , BURKITT, AN , (2012) SPECTRAL ANALYSIS OF INPUT SPIKE TRAINS BY SPIKE-TIMING-DEPENDENT PLASTICITY.PLOS COMPUTATIONAL BIOLOGY. VOL. 8. ISSUE 7. P. - 52 75% 6
6 LUZ, Y , SHAMIR, M , (2016) OSCILLATIONS VIA SPIKE-TIMING DEPENDENT PLASTICITY IN A FEED-FORWARD MODEL.PLOS COMPUTATIONAL BIOLOGY. VOL. 12. ISSUE 4. P. - 41 76% 1
7 ELLIOTT, T , (2010) A NON-MARKOVIAN RANDOM WALK UNDERLIES A STOCHASTIC MODEL OF SPIKE-TIMING-DEPENDENT PLASTICITY.NEURAL COMPUTATION. VOL. 22. ISSUE 5. P. 1180-1230 40 91% 0
8 YGER, P , GILSON, M , (2015) MODELS OF METAPLASTICITY: A REVIEW OF CONCEPTS.FRONTIERS IN COMPUTATIONAL NEUROSCIENCE. VOL. 9. ISSUE . P. - 45 57% 8
9 GILSON, M , BURKITT, AN , GRAYDEN, DB , THOMAS, DA , VAN HEMMEN, JL , (2010) EMERGENCE OF NETWORK STRUCTURE DUE TO SPIKE-TIMING-DEPENDENT PLASTICITY IN RECURRENT NEURONAL NETWORKS V: SELF-ORGANIZATION SCHEMES AND WEIGHT DEPENDENCE.BIOLOGICAL CYBERNETICS. VOL. 103. ISSUE 5. P. 365 -386 50 63% 7
10 BILLINGS, G , VAN ROSSUM, MCW , (2009) MEMORY RETENTION AND SPIKE-TIMING-DEPENDENT PLASTICITY.JOURNAL OF NEUROPHYSIOLOGY. VOL. 101. ISSUE 6. P. 2775 -2788 41 76% 22

Classes with closest relation at Level 1


Rank Class id link
1 25430 NEURAL SIMULATOR//FRONTIERS IN NEUROINFORMATICS//ADV SIMULATJULICH AACHEN ALLIANCE
2 22584 ECHO STATE NETWORK//RESERVOIR COMPUTING//LIQUID STATE MACHINE
3 1444 NEURAL COMPUTATION//SYNFIRE CHAIN//SPIKE TRAIN
4 7990 VISION CHIP//ADDRESS EVENT REPRESENTATION AER//NEUROMORPHIC ENGINEERING
5 6586 SYNAPTIC INTEGRATION//DENDRITIC INTEGRATION//DENDRITE
6 2972 LONG TERM POTENTIATION//LONG TERM DEPRESSION//DEPOTENTIATION
7 24307 SECT CRIT BRAIN DYNAM//LONG RANGE TEMPORAL CORRELATIONS//NEURONAL AVALANCHES
8 32712 BRAIN INFORMAT PROC COGNIT NEURODYNAM//AVERAGE NUMBER DENSITY//COGNIT NEURODYNAM
9 10152 OCULAR DOMINANCE PLASTICITY//MONOCULAR DEPRIVATION//NEURONAL CIRCUIT DEV
10 4151 SIMPLE CELLS//ORIENTATION SELECTIVITY//VISUAL CORTEX

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