Class information for:
Level 1: WIDELY LINEAR MODEL//COMPLEX VALUED NEURAL NETWORKS//IMPROPER GAUSSIAN SIGNALING

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
12 4 COMPUTER SCIENCE, THEORY & METHODS//COMPUTER SCIENCE, INFORMATION SYSTEMS//COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE 1181119
148 3       COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//IEEE TRANSACTIONS ON NEURAL NETWORKS//ROUGH SETS 65230
472 2             IEEE TRANSACTIONS ON NEURAL NETWORKS//COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//EXTREME LEARNING MACHINE 16106
20130 1                   WIDELY LINEAR MODEL//COMPLEX VALUED NEURAL NETWORKS//IMPROPER GAUSSIAN SIGNALING 496

Terms with highest relevance score


rank Category termType chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 WIDELY LINEAR MODEL authKW 774586 3% 76% 16
2 COMPLEX VALUED NEURAL NETWORKS authKW 722098 6% 39% 29
3 IMPROPER GAUSSIAN SIGNALING authKW 635409 2% 100% 10
4 WIDELY LINEAR ESTIMATION authKW 512557 2% 73% 11
5 COMPLEX VALUED NEURAL NETWORK authKW 510583 3% 54% 15
6 AUGMENTED QUATERNION STATISTICS authKW 451845 2% 89% 8
7 CIRCULARITY COEFFICIENTS authKW 389186 1% 88% 7
8 WIDELY LINEAR PROCESSING authKW 381233 2% 50% 12
9 IMPROPER COMPLEX RANDOM VECTOR authKW 317704 1% 100% 5
10 IMPROPERNESS authKW 317704 1% 100% 5

Web of Science journal categories


chi_square_rank Category chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 Engineering, Electrical & Electronic 5411 61% 0% 301
2 Computer Science, Artificial Intelligence 5003 27% 0% 132
3 Computer Science, Hardware & Architecture 639 7% 0% 33
4 Computer Science, Theory & Methods 499 9% 0% 46
5 Computer Science, Information Systems 480 9% 0% 43
6 Telecommunications 271 7% 0% 34
7 Computer Science, Cybernetics 98 1% 0% 7
8 Statistics & Probability 52 3% 0% 15
9 Computer Science, Interdisciplinary Applications 45 3% 0% 16
10 COMPUTER APPLICATIONS & CYBERNETICS 22 0% 0% 1

Address terms


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 SIGNAL PROC NEURAL NETWORKS TEAM 190623 1% 100% 3
2 SIGNAL SYST THEORY GRP 79419 1% 25% 5
3 ABORAT 531 63541 0% 100% 1
4 CHAIR MEDIA TECHNOL LMT 63541 0% 100% 1
5 DIPARTIMENTO SISTEMA RADAR 63541 0% 100% 1
6 ELECT SIGNAL PROC NEURAL NETWORKS 63541 0% 100% 1
7 MOBILE SERV RADIO SYST 63541 0% 100% 1
8 NEURAL NETWORKS NONCONVENT COMP 63541 0% 100% 1
9 PATTERN RECOGNIT INTELLIGNET SYST 63541 0% 100% 1
10 SAR POLARIMETRY HOLOG INTERFEROMETRY RADARGRAMM 63541 0% 100% 1

Journals


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 IEEE TRANSACTIONS ON SIGNAL PROCESSING 37992 16% 1% 78
2 IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS 29781 5% 2% 24
3 INTERNATIONAL JOURNAL OF NEURAL SYSTEMS 14032 2% 2% 12
4 SIGNAL PROCESSING 13085 7% 1% 37
5 IEEE TRANSACTIONS ON NEURAL NETWORKS 6338 3% 1% 17
6 IEEE SIGNAL PROCESSING LETTERS 6072 4% 0% 21
7 NEURAL NETWORKS 5014 3% 0% 16
8 NEUROCOMPUTING 2977 4% 0% 22
9 IEEJ TRANSACTIONS ON ELECTRICAL AND ELECTRONIC ENGINEERING 2522 1% 1% 7
10 EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING 2285 2% 0% 9

Author Key Words


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass LCSH search Wikipedia search
1 WIDELY LINEAR MODEL 774586 3% 76% 16 Search WIDELY+LINEAR+MODEL Search WIDELY+LINEAR+MODEL
2 COMPLEX VALUED NEURAL NETWORKS 722098 6% 39% 29 Search COMPLEX+VALUED+NEURAL+NETWORKS Search COMPLEX+VALUED+NEURAL+NETWORKS
3 IMPROPER GAUSSIAN SIGNALING 635409 2% 100% 10 Search IMPROPER+GAUSSIAN+SIGNALING Search IMPROPER+GAUSSIAN+SIGNALING
4 WIDELY LINEAR ESTIMATION 512557 2% 73% 11 Search WIDELY+LINEAR+ESTIMATION Search WIDELY+LINEAR+ESTIMATION
5 COMPLEX VALUED NEURAL NETWORK 510583 3% 54% 15 Search COMPLEX+VALUED+NEURAL+NETWORK Search COMPLEX+VALUED+NEURAL+NETWORK
6 AUGMENTED QUATERNION STATISTICS 451845 2% 89% 8 Search AUGMENTED+QUATERNION+STATISTICS Search AUGMENTED+QUATERNION+STATISTICS
7 CIRCULARITY COEFFICIENTS 389186 1% 88% 7 Search CIRCULARITY+COEFFICIENTS Search CIRCULARITY+COEFFICIENTS
8 WIDELY LINEAR PROCESSING 381233 2% 50% 12 Search WIDELY+LINEAR+PROCESSING Search WIDELY+LINEAR+PROCESSING
9 IMPROPER COMPLEX RANDOM VECTOR 317704 1% 100% 5 Search IMPROPER+COMPLEX+RANDOM+VECTOR Search IMPROPER+COMPLEX+RANDOM+VECTOR
10 IMPROPERNESS 317704 1% 100% 5 Search IMPROPERNESS Search IMPROPERNESS

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 26401 CLIFFORD FOURIER TRANSFORM//QUATERNION FOURIER TRANSFORM//QUATERNIONIC FOURIER TRANSFORM
2 21342 MINIMUM BIT ERROR RATE//CHANNEL EQUALIZATION//ASYMPTOTIC DECISION BOUNDARY
3 25288 LOCALLY STATIONARY PROCESSES//LOCAL STATIONARITY//LOCALLY STATIONARY TIME SERIES
4 32279 IND PLICABLE MATH//JOINT CHANNEL ESTIMATION JCE//MULTI CELL JOINT CHANNEL ESTIMATION
5 16143 MODULATION CLASSIFICATION//AUTOMATIC MODULATION CLASSIFICATION//MODULATION RECOGNITION
6 13691 EXTREME LEARNING MACHINE//EXTREME LEARNING MACHINE ELM//SINGLE HIDDEN LAYER FEEDFORWARD NETWORK
7 1710 BLIND SOURCE SEPARATION//BLIND SOURCE SEPARATION BSS//INDEPENDENT COMPONENT ANALYSIS
8 38324 SINGLE PARITY CHECK SPC CODES//ARQ FEC//ARQ PACKET
9 16598 DECISION FEEDBACK EQUALIZER//DECISION FEEDBACK EQUALIZATION//EQUALIZATION
10 19975 SLICE REGULAR FUNCTIONS//SPLIT QUATERNIONS//DISENTANGLING

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