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

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
22584 376 29.3 57%


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
22584 1                   ECHO STATE NETWORK//RESERVOIR COMPUTING//LIQUID STATE MACHINE 376

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 ECHO STATE NETWORK authKW 2947875 18% 55% 66
2 RESERVOIR COMPUTING authKW 1831152 11% 52% 43
3 LIQUID STATE MACHINE authKW 913608 4% 75% 15
4 BYPRODUCT GAS authKW 568472 2% 100% 7
5 IRON AND STEEL MAKING PROCESS authKW 406052 1% 100% 5
6 BYPRODUCT GAS DISTRIBUTION authKW 324841 1% 100% 4
7 LIQUID COMPUTING authKW 324841 1% 100% 4
8 PHOTONIC RESERVOIR COMPUTING authKW 324841 1% 100% 4
9 ECHO STATE NETWORK ESN authKW 265774 2% 55% 6
10 RESERVOIR COMPUTING RC authKW 259871 1% 80% 4

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 14961 52% 0% 195
2 Neurosciences 641 26% 0% 96
3 Computer Science, Theory & Methods 590 11% 0% 43
4 Engineering, Electrical & Electronic 303 19% 0% 70
5 Automation & Control Systems 240 6% 0% 21
6 Computer Science, Hardware & Architecture 215 5% 0% 17
7 Computer Science, Cybernetics 180 2% 0% 8
8 Mathematical & Computational Biology 111 3% 0% 13
9 Computer Science, Information Systems 86 5% 0% 17
10 Robotics 70 1% 0% 5

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 UMR CNRS FEMTO ST 6174 185620 1% 57% 4
2 COMPLEX SYST NEURODYNAM 182722 1% 75% 3
3 PL MATH PHYS ZAMP 162421 1% 100% 2
4 AD T SYST TEAM 81210 0% 100% 1
5 AIS INDY 81210 0% 100% 1
6 ANSTEEL IRON STEEL 81210 0% 100% 1
7 C SERV PROC SYST 81210 0% 100% 1
8 CE EUBLENS 81210 0% 100% 1
9 EPFL IC ISC LANOS 81210 0% 100% 1
10 FAK INFORMAT INGN WISSEN 81210 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 NEURAL NETWORKS 41276 11% 1% 40
2 IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS 17160 4% 1% 15
3 NEUROCOMPUTING 12884 10% 0% 39
4 NEURAL COMPUTATION 11642 5% 1% 19
5 IEEE TRANSACTIONS ON NEURAL NETWORKS 6310 4% 1% 15
6 JOURNAL OF IRON AND STEEL RESEARCH INTERNATIONAL 2021 2% 0% 8
7 ARTIFICIAL LIFE 1670 1% 1% 3
8 NEURAL PROCESSING LETTERS 1325 1% 0% 4
9 INFORMATICA 1306 1% 1% 3
10 APPLIED MATHEMATICS & INFORMATION SCIENCES 1107 1% 0% 4

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 ECHO STATE NETWORK 2947875 18% 55% 66 Search ECHO+STATE+NETWORK Search ECHO+STATE+NETWORK
2 RESERVOIR COMPUTING 1831152 11% 52% 43 Search RESERVOIR+COMPUTING Search RESERVOIR+COMPUTING
3 LIQUID STATE MACHINE 913608 4% 75% 15 Search LIQUID+STATE+MACHINE Search LIQUID+STATE+MACHINE
4 BYPRODUCT GAS 568472 2% 100% 7 Search BYPRODUCT+GAS Search BYPRODUCT+GAS
5 IRON AND STEEL MAKING PROCESS 406052 1% 100% 5 Search IRON+AND+STEEL+MAKING+PROCESS Search IRON+AND+STEEL+MAKING+PROCESS
6 BYPRODUCT GAS DISTRIBUTION 324841 1% 100% 4 Search BYPRODUCT+GAS+DISTRIBUTION Search BYPRODUCT+GAS+DISTRIBUTION
7 LIQUID COMPUTING 324841 1% 100% 4 Search LIQUID+COMPUTING Search LIQUID+COMPUTING
8 PHOTONIC RESERVOIR COMPUTING 324841 1% 100% 4 Search PHOTONIC+RESERVOIR+COMPUTING Search PHOTONIC+RESERVOIR+COMPUTING
9 ECHO STATE NETWORK ESN 265774 2% 55% 6 Search ECHO+STATE+NETWORK+ESN Search ECHO+STATE+NETWORK+ESN
10 RESERVOIR COMPUTING RC 259871 1% 80% 4 Search RESERVOIR+COMPUTING+RC Search RESERVOIR+COMPUTING+RC

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 MASSAR, S , DUPORT, F , SMERIERI, A , AKROUT, A , HAELTERMAN, M , (2016) FULLY ANALOGUE PHOTONIC RESERVOIR COMPUTER.SCIENTIFIC REPORTS. VOL. 6. ISSUE . P. - 35 97% 2
2 VINCKIER, Q , DUPORT, F , SMERIERI, A , VANDOORNE, K , BIENSTMAN, P , HAELTERMAN, M , MASSAR, S , (2015) HIGH-PERFORMANCE PHOTONIC RESERVOIR COMPUTER BASED ON A COHERENTLY DRIVEN PASSIVE CAVITY.OPTICA. VOL. 2. ISSUE 5. P. 438 -446 25 100% 4
3 NAKAYAMA, J , KANNO, K , UCHIDA, A , (2016) LASER DYNAMICAL RESERVOIR COMPUTING WITH CONSISTENCY: AN APPROACH OF A CHAOS MASK SIGNAL.OPTICS EXPRESS. VOL. 24. ISSUE 8. P. 8679 -8692 23 74% 3
4 SORIANO, MC , BRUNNER, D , ESCALONA-MORAN, M , MIRASSO, CR , FISCHER, I , (2015) MINIMAL APPROACH TO NEURO-INSPIRED INFORMATION PROCESSING.FRONTIERS IN COMPUTATIONAL NEUROSCIENCE. VOL. 9. ISSUE . P. - 24 63% 5
5 DUPORT, F , SCHNEIDER, B , SMERIERI, A , HAELTERMAN, M , MASSAR, S , (2012) ALL-OPTICAL RESERVOIR COMPUTING.OPTICS EXPRESS. VOL. 20. ISSUE 20. P. 22783 -22795 15 100% 32
6 FARKAS, I , BOSAK, R , GERGEL, P , (2016) COMPUTATIONAL ANALYSIS OF MEMORY CAPACITY IN ECHO STATE NETWORKS.NEURAL NETWORKS. VOL. 83. ISSUE . P. 109 -120 18 86% 0
7 RODAN, A , TINO, P , (2012) SIMPLE DETERMINISTICALLY CONSTRUCTED CYCLE RESERVOIRS WITH REGULAR JUMPS.NEURAL COMPUTATION. VOL. 24. ISSUE 7. P. 1822 -1852 18 86% 12
8 NGUIMDO, RM , LACOT, E , JACQUIN, O , HUGON, O , VAN DER SANDE, G , DE CHATELLUS, HG , (2017) PREDICTION PERFORMANCE OF RESERVOIR COMPUTING SYSTEMS BASED ON A DIODE-PUMPED ERBIUM-DOPED MICROCHIP LASER SUBJECT TO OPTICAL FEEDBACK.OPTICS LETTERS. VOL. 42. ISSUE 3. P. 375 -378 16 89% 0
9 DUPORT, F , SMERIERI, A , AKROUT, A , HAELTERMAN, M , MASSAR, S , (2016) VIRTUALIZATION OF A PHOTONIC RESERVOIR COMPUTER.JOURNAL OF LIGHTWAVE TECHNOLOGY. VOL. 34. ISSUE 9. P. 2085 -2091 14 100% 0
10 MA, QL , CHEN, WB , WEI, J , YU, ZW , (2014) DIRECT MODEL OF MEMORY PROPERTIES AND THE LINEAR RESERVOIR TOPOLOGIES IN ECHO STATE NETWORKS.APPLIED SOFT COMPUTING. VOL. 22. ISSUE . P. 622 -628 15 94% 1

Classes with closest relation at Level 1


Rank Class id link
1 9679 STDP//SPIKE TIMING DEPENDENT PLASTICITY//SPIKING NEURAL NETWORKS
2 10107 SYSTEMATICITY//RECURRENT NEURAL NETWORKS//CONNECTIONISM
3 24307 SECT CRIT BRAIN DYNAM//LONG RANGE TEMPORAL CORRELATIONS//NEURONAL AVALANCHES
4 24896 CHAOTIC TIME SERIES//WEAK SIGNAL DETECTION//NONLINEAR ADAPTIVE PREDICTION
5 15121 EXTREME LEARNING MACHINE//EXTREME LEARNING MACHINE ELM//SINGLE HIDDEN LAYER FEEDFORWARD NETWORK
6 23133 SEMICONDUCTOR RING LASER SRL//SEMICONDUCTOR RING LASER//MICRORING LASERS
7 6142 FUZZY TIME SERIES//FUZZY FORECASTING//STOCK FORECASTING
8 4964 OPTICAL INJECTION//SEMICONDUCTOR LASERS//OPTICAL CHAOS
9 25430 NEURAL SIMULATOR//FRONTIERS IN NEUROINFORMATICS//ADV SIMULATJULICH AACHEN ALLIANCE
10 26571 OZONE SAFE REFRIGERANTS//METHANOL LIBR//METHANOL LICL

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