Class information for:
Level 1: WIDELY LINEAR MODEL//WIDELY LINEAR PROCESSING//COMPLEX VALUED NEURAL NETWORKS

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
20065 478 25.3 51%


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
20065 1                   WIDELY LINEAR MODEL//WIDELY LINEAR PROCESSING//COMPLEX VALUED NEURAL NETWORKS 478

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 WIDELY LINEAR MODEL authKW 817664 3% 80% 16
2 WIDELY LINEAR PROCESSING authKW 711008 3% 70% 16
3 COMPLEX VALUED NEURAL NETWORKS authKW 705557 6% 41% 27
4 IMPROPER GAUSSIAN SIGNALING authKW 574924 2% 100% 9
5 COMPLEX VALUED NEURAL NETWORK authKW 463711 3% 52% 14
6 WIDELY LINEAR ESTIMATION authKW 398019 2% 69% 9
7 AUGMENTED QUATERNION STATISTICS authKW 391266 1% 88% 7
8 CIRCULARITY COEFFICIENTS authKW 391266 1% 88% 7
9 NONCIRCULAR authKW 351332 2% 50% 11
10 WIDELY LINEAR authKW 344947 2% 60% 9

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 Engineering, Electrical & Electronic 5889 64% 0% 306
2 Computer Science, Artificial Intelligence 5109 27% 0% 130
3 Computer Science, Hardware & Architecture 712 7% 0% 34
4 Telecommunications 646 10% 0% 49
5 Computer Science, Theory & Methods 494 9% 0% 45
6 Computer Science, Information Systems 461 9% 0% 41
7 Computer Science, Interdisciplinary Applications 64 4% 0% 18
8 COMPUTER APPLICATIONS & CYBERNETICS 22 0% 0% 1
9 Mathematics, Applied 11 3% 0% 16
10 Statistics & Probability 10 2% 0% 8

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 SIGNAL PROC NEURAL NETWORKS TEAM 191641 1% 100% 3
2 ABORAT 531 63880 0% 100% 1
3 AMS TCP 63880 0% 100% 1
4 CABLE BROADBAND COMMUN LIBIT 63880 0% 100% 1
5 CHAIR MEDIA TECHNOL LMT 63880 0% 100% 1
6 CITICNRS UMR 5157 63880 0% 100% 1
7 DEPELECT ELECT COMP ENGN 63880 0% 100% 1
8 DIPARTIMENTO INGN ELETTRON DELLE TELECOMUN 63880 0% 100% 1
9 DIPARTIMENTO SISTEMA RADAR 63880 0% 100% 1
10 ELE OMECH SYSTENIS 63880 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 SIGNAL PROCESSING 43542 17% 1% 82
2 IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS 37510 5% 2% 25
3 INTERNATIONAL JOURNAL OF NEURAL SYSTEMS 14742 3% 2% 12
4 SIGNAL PROCESSING 9489 6% 0% 31
5 IEEE TRANSACTIONS ON NEURAL NETWORKS 7146 4% 1% 18
6 NEURAL NETWORKS 6552 4% 1% 18
7 IEEE SIGNAL PROCESSING LETTERS 5956 4% 0% 20
8 EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING 2897 2% 0% 10
9 NEUROCOMPUTING 1903 4% 0% 17
10 INFORMATION SCIENCES-APPLICATIONS 1725 0% 3% 1

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 WIDELY LINEAR MODEL 817664 3% 80% 16 Search WIDELY+LINEAR+MODEL Search WIDELY+LINEAR+MODEL
2 WIDELY LINEAR PROCESSING 711008 3% 70% 16 Search WIDELY+LINEAR+PROCESSING Search WIDELY+LINEAR+PROCESSING
3 COMPLEX VALUED NEURAL NETWORKS 705557 6% 41% 27 Search COMPLEX+VALUED+NEURAL+NETWORKS Search COMPLEX+VALUED+NEURAL+NETWORKS
4 IMPROPER GAUSSIAN SIGNALING 574924 2% 100% 9 Search IMPROPER+GAUSSIAN+SIGNALING Search IMPROPER+GAUSSIAN+SIGNALING
5 COMPLEX VALUED NEURAL NETWORK 463711 3% 52% 14 Search COMPLEX+VALUED+NEURAL+NETWORK Search COMPLEX+VALUED+NEURAL+NETWORK
6 WIDELY LINEAR ESTIMATION 398019 2% 69% 9 Search WIDELY+LINEAR+ESTIMATION Search WIDELY+LINEAR+ESTIMATION
7 AUGMENTED QUATERNION STATISTICS 391266 1% 88% 7 Search AUGMENTED+QUATERNION+STATISTICS Search AUGMENTED+QUATERNION+STATISTICS
8 CIRCULARITY COEFFICIENTS 391266 1% 88% 7 Search CIRCULARITY+COEFFICIENTS Search CIRCULARITY+COEFFICIENTS
9 NONCIRCULAR 351332 2% 50% 11 Search NONCIRCULAR Search NONCIRCULAR
10 WIDELY LINEAR 344947 2% 60% 9 Search WIDELY+LINEAR Search WIDELY+LINEAR

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 ADALI, T , SCHREIER, PJ , SCHARF, LL , (2011) COMPLEX-VALUED SIGNAL PROCESSING: THE PROPER WAY TO DEAL WITH IMPROPRIETY.IEEE TRANSACTIONS ON SIGNAL PROCESSING. VOL. 59. ISSUE 11. P. 5101 -5125 39 56% 83
2 KOBAYASHI, M , (2016) GLOBAL HYPERBOLIC HOPFIELD NEURAL NETWORKS.IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES. VOL. E99A. ISSUE 12. P. 2511 -2516 22 96% 0
3 SAVITHA, R , SURESH, S , SUNDARARAJAN, N , (2013) PROJECTION-BASED FAST LEARNING FULLY COMPLEX-VALUED RELAXATION NEURAL NETWORK.IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS. VOL. 24. ISSUE 4. P. 529 -541 26 72% 20
4 SIVACHITRA, M , SAVITHA, R , SURESH, S , VIJAYACHITRA, S , (2015) A FULLY COMPLEX-VALUED FAST LEARNING CLASSIFIER (FC-FLC) FOR REAL-VALUED CLASSIFICATION PROBLEMS.NEUROCOMPUTING. VOL. 149. ISSUE . P. 198 -206 23 77% 4
5 SUBRAMANIAN, K , SAVITHA, R , SURESH, S , (2014) A COMPLEX-VALUED NEURO-FUZZY INFERENCE SYSTEM AND ITS LEARNING MECHANISM.NEUROCOMPUTING. VOL. 123. ISSUE . P. 110-120 24 69% 15
6 XU, DP , XIA, YL , MANDIC, DP , (2016) OPTIMIZATION IN QUATERNION DYNAMIC SYSTEMS: GRADIENT, HESSIAN, AND LEARNING ALGORITHMS.IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS. VOL. 27. ISSUE 2. P. 249 -261 21 70% 2
7 SAVITHA, R , SURESH, S , SUNDARARAJAN, N , (2012) METACOGNITIVE LEARNING IN A FULLY COMPLEX-VALUED RADIAL BASIS FUNCTION NEURAL NETWORK.NEURAL COMPUTATION. VOL. 24. ISSUE 5. P. 1297 -1328 22 73% 27
8 SIVACHITRA, M , VIJAYACHITRA, S , (2015) A METACOGNITIVE FULLY COMPLEX VALUED FUNCTIONAL LINK NETWORK FOR SOLVING REAL VALUED CLASSIFICATION PROBLEMS.APPLIED SOFT COMPUTING. VOL. 33. ISSUE . P. 328 -336 21 72% 0
9 SAVITHA, R , SURESH, S , SUNDARARAJAN, N , (2013) FAST LEARNING COMPLEX-VALUED CLASSIFIERS FOR REAL-VALUED CLASSIFICATION PROBLEMS.INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS. VOL. 4. ISSUE 5. P. 469 -476 21 68% 5
10 ADALI, T , SCHREIER, PJ , (2014) OPTIMIZATION AND ESTIMATION OF COMPLEX-VALUED SIGNALS.IEEE SIGNAL PROCESSING MAGAZINE. VOL. 31. ISSUE 5. P. 112 -128 29 44% 9

Classes with closest relation at Level 1


Rank Class id link
1 19480 ASYMPTOTIC DECISION BOUNDARY//BAYESIAN DECISION FEEDBACK EQUALIZER//MINIMUM BIT ERROR RATE
2 33963 IND PLICABLE MATH//JOINT CHANNEL ESTIMATION JCE//MULTI USER JOINT DETECTION MUJD
3 20746 PERIODICALLY CORRELATED PROCESSES//CYCLOSTATIONARITY//ALMOST PERIODICALLY CORRELATED PROCESSES
4 37076 RUBBLIZATION//ADAPTIVE ACTIVATION FUNCTIONS//SPLINE NEURAL NETWORKS
5 32987 COVARIANCE INFORMATION//UNCERTAIN OBSERVATIONS//WIENER HOPF EQUATION
6 15121 EXTREME LEARNING MACHINE//EXTREME LEARNING MACHINE ELM//SINGLE HIDDEN LAYER FEEDFORWARD NETWORK
7 24593 CHANNEL SHORTENING//TIME DOMAIN EQUALIZATION//TIME DOMAIN EQUALIZER
8 20452 I Q IMBALANCE//DIRECT CONVERSION TRANSCEIVER//I Q MISMATCH
9 23478 LOCALLY STATIONARY PROCESSES//LOCAL STATIONARITY//LOCALLY STATIONARY TIME SERIES
10 3843 ADAPTIVE FILTERING//ADAPTIVE FILTERS//ACOUSTIC ECHO CANCELLATION

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