Class information for:
Level 2: BLIND SOURCE SEPARATION//BLIND SOURCE SEPARATION BSS//INDEPENDENT COMPONENT ANALYSIS

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
2705 3336 25.2 53%


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
2705 2             BLIND SOURCE SEPARATION//BLIND SOURCE SEPARATION BSS//INDEPENDENT COMPONENT ANALYSIS 3336
1826 1                   BLIND SOURCE SEPARATION//BLIND SOURCE SEPARATION BSS//INDEPENDENT COMPONENT ANALYSIS 2470
16697 1                   NONNEGATIVE MATRIX FACTORIZATION//NONNEGATIVE MATRIX FACTORIZATION NMF//CONCEPT FACTORIZATION 641
34228 1                   ARTIFICIAL NEURAL NETWORKS//HARMONY LEARNING//INTELLIGENT INFORMAT SYST 114
34494 1                   ADVANCED AIR BAG//CRASH SENSING//INTELLIGENT SAFETY SYSTEM 111

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 BLIND SOURCE SEPARATION authKW 2932842 16% 60% 532
2 BLIND SOURCE SEPARATION BSS authKW 1232769 6% 68% 198
3 INDEPENDENT COMPONENT ANALYSIS authKW 1112036 14% 26% 473
4 NONNEGATIVE MATRIX FACTORIZATION authKW 861135 7% 41% 230
5 CONVOLUTIVE MIXTURES authKW 817727 3% 94% 95
6 INDEPENDENT COMPONENT ANALYSIS ICA authKW 499273 6% 30% 185
7 BLIND SIGNAL SEPARATION authKW 371629 2% 71% 57
8 JOINT DIAGONALIZATION authKW 270282 1% 62% 48
9 BLIND SEPARATION authKW 220377 1% 71% 34
10 SOURCE SEPARATION authKW 218815 3% 28% 85

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 51409 33% 1% 1085
2 Engineering, Electrical & Electronic 20418 46% 0% 1535
3 Computer Science, Theory & Methods 9094 15% 0% 495
4 Computer Science, Information Systems 1719 6% 0% 215
5 Computer Science, Hardware & Architecture 1404 4% 0% 131
6 Acoustics 745 3% 0% 105
7 Automation & Control Systems 621 3% 0% 107
8 Mathematical & Computational Biology 209 2% 0% 59
9 Imaging Science & Photographic Technology 201 1% 0% 43
10 Telecommunications 156 2% 0% 82

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 ADV BRAIN SIGNAL PROC 130094 2% 26% 54
2 BRAIN STYLE INFORMAT SYST GRP 101368 0% 92% 12
3 NEURAL NETWORKS 61198 1% 21% 32
4 ARTIFICIAL NEURAL NETWORKS 58271 0% 58% 11
5 OPEN INFORMAT SYST 57189 0% 63% 10
6 LASER ATOM DEV 48794 0% 44% 12
7 MODELING COMPUTAT 32681 0% 71% 5
8 NEURAL NETWORKS AD T SYST GRP 29945 0% 55% 6
9 INTELLIGENT INFORMAT SYST 28100 0% 24% 13
10 ARQUITECURA TECNOL COMP 27454 0% 100% 3

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 SIGNAL PROCESSING 66621 7% 3% 217
2 IEEE TRANSACTIONS ON SIGNAL PROCESSING 49237 7% 2% 231
3 NEUROCOMPUTING 48176 7% 2% 225
4 NEURAL COMPUTATION 27429 3% 3% 87
5 IEEE SIGNAL PROCESSING LETTERS 25299 3% 3% 109
6 IEEE TRANSACTIONS ON NEURAL NETWORKS 17716 2% 3% 75
7 LECTURE NOTES IN COMPUTER SCIENCE 17493 13% 0% 417
8 IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING 12626 1% 3% 46
9 JOURNAL OF MACHINE LEARNING RESEARCH 10722 1% 3% 43
10 NEURAL PROCESSING LETTERS 10158 1% 3% 33

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 BLIND SOURCE SEPARATION 2932842 16% 60% 532 Search BLIND+SOURCE+SEPARATION Search BLIND+SOURCE+SEPARATION
2 BLIND SOURCE SEPARATION BSS 1232769 6% 68% 198 Search BLIND+SOURCE+SEPARATION+BSS Search BLIND+SOURCE+SEPARATION+BSS
3 INDEPENDENT COMPONENT ANALYSIS 1112036 14% 26% 473 Search INDEPENDENT+COMPONENT+ANALYSIS Search INDEPENDENT+COMPONENT+ANALYSIS
4 NONNEGATIVE MATRIX FACTORIZATION 861135 7% 41% 230 Search NONNEGATIVE+MATRIX+FACTORIZATION Search NONNEGATIVE+MATRIX+FACTORIZATION
5 CONVOLUTIVE MIXTURES 817727 3% 94% 95 Search CONVOLUTIVE+MIXTURES Search CONVOLUTIVE+MIXTURES
6 INDEPENDENT COMPONENT ANALYSIS ICA 499273 6% 30% 185 Search INDEPENDENT+COMPONENT+ANALYSIS+ICA Search INDEPENDENT+COMPONENT+ANALYSIS+ICA
7 BLIND SIGNAL SEPARATION 371629 2% 71% 57 Search BLIND+SIGNAL+SEPARATION Search BLIND+SIGNAL+SEPARATION
8 JOINT DIAGONALIZATION 270282 1% 62% 48 Search JOINT+DIAGONALIZATION Search JOINT+DIAGONALIZATION
9 BLIND SEPARATION 220377 1% 71% 34 Search BLIND+SEPARATION Search BLIND+SEPARATION
10 SOURCE SEPARATION 218815 3% 28% 85 Search SOURCE+SEPARATION Search SOURCE+SEPARATION

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 WANG, YX , ZHANG, YJ , (2013) NONNEGATIVE MATRIX FACTORIZATION: A COMPREHENSIVE REVIEW.IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING. VOL. 25. ISSUE 6. P. 1336 -1353 54 83% 60
2 MANSOUR, A , KAWAMOTO, M , (2003) ICA PAPERS CLASSIFIED ACCORDING TO THEIR APPLICATIONS AND PERFORMANCES.IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES. VOL. E86A. ISSUE 3. P. 620 -633 81 82% 14
3 CHABRIEL, G , KLEINSTEUBER, M , MOREAU, E , SHEN, H , TICHAVSKY, P , YEREDOR, A , (2014) JOINT MATRICES DECOMPOSITIONS AND BLIND SOURCE SEPARATION [A SURVEY OF METHODS, IDENTIFICATION, AND APPLICATIONS].IEEE SIGNAL PROCESSING MAGAZINE. VOL. 31. ISSUE 3. P. 34 -43 36 86% 20
4 WANG, L , (2014) MULTI-BAND MULTI-CENTROID CLUSTERING BASED PERMUTATION ALIGNMENT FOR FREQUENCY-DOMAIN BLIND SPEECH SEPARATION.DIGITAL SIGNAL PROCESSING. VOL. 31. ISSUE . P. 79 -92 29 97% 1
5 CARDOSO, JF , (1998) BLIND SIGNAL SEPARATION: STATISTICAL PRINCIPLES.PROCEEDINGS OF THE IEEE. VOL. 86. ISSUE 10. P. 2009 -2025 24 89% 957
6 YE, JM , ZHU, XL , ZHANG, XD , (2004) ADAPTIVE BLIND SEPARATION WITH AN UNKNOWN NUMBER OF SOURCES.NEURAL COMPUTATION. VOL. 16. ISSUE 8. P. 1641 -1660 38 93% 20
7 HYVARINEN, A , OJA, E , (2000) INDEPENDENT COMPONENT ANALYSIS: ALGORITHMS AND APPLICATIONS.NEURAL NETWORKS. VOL. 13. ISSUE 4-5. P. 411 -430 18 69% 2724
8 ZHANG, HJ , WANG, GN , CAI, PM , WU, ZK , DING, SX , (2014) A FAST BLIND SOURCE SEPARATION ALGORITHM BASED ON THE TEMPORAL STRUCTURE OF SIGNALS.NEUROCOMPUTING. VOL. 139. ISSUE . P. 261 -271 28 90% 3
9 XIE, SL , YANG, L , YANG, JM , ZHOU, GX , XIANG, Y , (2012) TIME-FREQUENCY APPROACH TO UNDERDETERMINED BLIND SOURCE SEPARATION.IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS. VOL. 23. ISSUE 2. P. 306 -316 28 85% 31
10 YE, JM , ZHU, XL , ZHANG, XD , (2006) GENERALIZED CONTRAST FUNCTION AND STABILITY ANALYSIS FOR OVERDETERMINED BLIND SEPARATION OF INSTANTANEOUS MIXTURES.NEURAL COMPUTATION. VOL. 18. ISSUE 3. P. 709 -728 31 100% 1

Classes with closest relation at Level 2


Rank Class id link
1 2769 SELF ORGANIZING MAP//PRINCIPAL CURVES//PRINCIPAL POINTS
2 971 IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING//SPEECH ENHANCEMENT//SPEECH COMMUNICATION
3 791 FACE RECOGNITION//BIOMETRICS//IRIS RECOGNITION
4 1563 LASSO//VARIABLE SELECTION//SLICED INVERSE REGRESSION
5 1793 FRACTIONAL FOURIER TRANSFORM//MECHANICAL SYSTEMS AND SIGNAL PROCESSING//FAULT DIAGNOSIS
6 418 OFDM//TELECOMMUNICATIONS//ORTHOGONAL FREQUENCY DIVISION MULTIPLEXING OFDM
7 358 EEG//BRAIN COMPUTER INTERFACE//BRAIN COMPUTER INTERFACE BCI
8 442 COMPRESSED SENSING//IMAGE DENOISING//IMAGE RESTORATION
9 1916 DIRICHLET PROCESS//BAYESIAN NONPARAMETRICS//STATISTICS & PROBABILITY
10 518 NEUROIMAGE//FMRI//BOLD

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