Class information for:
Level 1: ECHO STATE NETWORK//RESERVOIR COMPUTING//LIQUID STATE MACHINE

Basic class information
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
5 4 NEUROSCIENCES//CLINICAL NEUROLOGY//PSYCHOLOGY, EXPERIMENTAL 1830502
84 3       NEUROSCIENCES//TRANSCRANIAL MAGNETIC STIMULATION//EEG 82586
609 2             NEURAL COMPUTATION//SPIKING NEURAL NETWORKS//JOURNAL OF COMPUTATIONAL NEUROSCIENCE 14364
22933 1                   ECHO STATE NETWORK//RESERVOIR COMPUTING//LIQUID STATE MACHINE 386

Terms with highest relevance score


rank Category termType chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 ECHO STATE NETWORK authKW 3692478 20% 57% 79
2 RESERVOIR COMPUTING authKW 2667153 15% 58% 56
3 LIQUID STATE MACHINE authKW 874802 4% 71% 15
4 LIQUID COMPUTING authKW 408245 1% 100% 5
5 PHOTONIC RESERVOIR COMPUTING authKW 408245 1% 100% 5
6 MORPHOLOGICAL COMPUTATION authKW 365895 3% 41% 11
7 RESERVOIR COMPUTING RC authKW 340202 1% 83% 5
8 ECHO STATE NETWORK ESN authKW 285764 2% 50% 7
9 UMR CNRS FEMTO ST 6174 address 255149 1% 63% 5
10 COMPLEX SYST NEURODYNAM address 183709 1% 75% 3

Web of Science journal categories


chi_square_rank Category chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 Computer Science, Artificial Intelligence 17680 56% 0% 216
2 Neurosciences 1396 36% 0% 138
3 Computer Science, Theory & Methods 520 11% 0% 41
4 Robotics 285 3% 0% 10
5 Computer Science, Hardware & Architecture 207 4% 0% 17
6 Engineering, Electrical & Electronic 190 15% 0% 59
7 Computer Science, Cybernetics 172 2% 0% 8
8 Mathematical & Computational Biology 168 4% 0% 16
9 Logic 78 1% 0% 4
10 Optics 69 7% 0% 27

Address terms


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 UMR CNRS FEMTO ST 6174 255149 1% 63% 5
2 COMPLEX SYST NEURODYNAM 183709 1% 75% 3
3 PL MATH PHYS ZAMP 163298 1% 100% 2
4 INFORMAT QUANT 106212 3% 12% 11
5 SERV OPERA PHOTON 102573 2% 18% 7
6 AD T SYST TEAM 81649 0% 100% 1
7 AIS INDY 81649 0% 100% 1
8 AUTONOMOUS ROBOT 81649 0% 100% 1
9 CE EUBLENS 81649 0% 100% 1
10 COGNIT BIG DATA INFORMAT 81649 0% 100% 1

Journals


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 NEURAL NETWORKS 38443 10% 1% 39
2 COGNITIVE COMPUTATION 35935 4% 3% 14
3 NEURAL COMPUTATION 16663 6% 1% 23
4 NEUROCOMPUTING 11506 10% 0% 38
5 IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS 11220 3% 1% 13
6 ARTIFICIAL LIFE 6434 2% 1% 6
7 IEEE TRANSACTIONS ON AUTONOMOUS MENTAL DEVELOPMENT 4645 1% 2% 3
8 FRONTIERS IN NEUROROBOTICS 2630 1% 2% 2
9 NEURAL PROCESSING LETTERS 1958 1% 0% 5
10 JOURNAL OF MACHINE LEARNING RESEARCH 1791 2% 0% 6

Author Key Words


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass LCSH search Wikipedia search
1 ECHO STATE NETWORK 3692478 20% 57% 79 Search ECHO+STATE+NETWORK Search ECHO+STATE+NETWORK
2 RESERVOIR COMPUTING 2667153 15% 58% 56 Search RESERVOIR+COMPUTING Search RESERVOIR+COMPUTING
3 LIQUID STATE MACHINE 874802 4% 71% 15 Search LIQUID+STATE+MACHINE Search LIQUID+STATE+MACHINE
4 LIQUID COMPUTING 408245 1% 100% 5 Search LIQUID+COMPUTING Search LIQUID+COMPUTING
5 PHOTONIC RESERVOIR COMPUTING 408245 1% 100% 5 Search PHOTONIC+RESERVOIR+COMPUTING Search PHOTONIC+RESERVOIR+COMPUTING
6 MORPHOLOGICAL COMPUTATION 365895 3% 41% 11 Search MORPHOLOGICAL+COMPUTATION Search MORPHOLOGICAL+COMPUTATION
7 RESERVOIR COMPUTING RC 340202 1% 83% 5 Search RESERVOIR+COMPUTING+RC Search RESERVOIR+COMPUTING+RC
8 ECHO STATE NETWORK ESN 285764 2% 50% 7 Search ECHO+STATE+NETWORK+ESN Search ECHO+STATE+NETWORK+ESN
9 AUTONOMOUS NEURAL DYNAMICS 163298 1% 100% 2 Search AUTONOMOUS+NEURAL+DYNAMICS Search AUTONOMOUS+NEURAL+DYNAMICS
10 CLASSIC RESERVOIR COMPUTING 163298 1% 100% 2 Search CLASSIC+RESERVOIR+COMPUTING Search CLASSIC+RESERVOIR+COMPUTING

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.

Classes with closest relation at Level 1


rank cluster_id2 link
1 8274 SPIKING NEURAL NETWORKS//STDP//SPIKE TIMING DEPENDENT PLASTICITY
2 10662 SYSTEMATICITY//RECURRENT NEURAL NETWORKS//CONNECTIONISM
3 23889 SECT CRIT BRAIN DYNAM//NEURONAL AVALANCHES//LONG RANGE TEMPORAL CORRELATIONS
4 34176 BYPRODUCT GAS//BYPRODUCT GAS DISTRIBUTION//IRON AND STEEL MAKING PROCESS
5 13691 EXTREME LEARNING MACHINE//EXTREME LEARNING MACHINE ELM//SINGLE HIDDEN LAYER FEEDFORWARD NETWORK
6 1316 NEURAL COMPUTATION//SYNFIRE CHAIN//SPIKE TRAIN
7 13814 ADDRESS EVENT REPRESENTATION AER//NEUROMORPHIC ENGINEERING//NEUROMORPHIC
8 33705 BRAIN INFORMAT PROC COGNIT NEURODYNAM//AVERAGE NUMBER DENSITY//COGNIT NEURODYNAM
9 18345 RESTRICTED BOLTZMANN MACHINE//DEEP LEARNING//AUTOENCODER
10 10232 EVOLUTIONARY ROBOTICS//NEUROEVOLUTION//ARTIFICIAL LIFE

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