Class information for:
Level 1: CANDECOMP//TENSOR DECOMPOSITION//NONNEGATIVE TENSOR

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
8093 1294 31.0 52%


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
34 3       STATISTICS & PROBABILITY//STAT//COMMUNICATIONS IN STATISTICS-THEORY AND METHODS 105938
1563 2             LASSO//VARIABLE SELECTION//SLICED INVERSE REGRESSION 7363
8093 1                   CANDECOMP//TENSOR DECOMPOSITION//NONNEGATIVE TENSOR 1294

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 CANDECOMP authKW 1395426 5% 95% 62
2 TENSOR DECOMPOSITION authKW 920324 6% 51% 77
3 NONNEGATIVE TENSOR authKW 851812 3% 95% 38
4 TENSOR authKW 847791 11% 25% 143
5 MULTILINEAR ALGEBRA authKW 713601 4% 59% 51
6 HIGHER ORDER TENSOR authKW 539883 2% 74% 31
7 CANDECOMP PARAFAC authKW 503376 2% 89% 24
8 PARAFAC authKW 473685 8% 19% 105
9 TUCKER DECOMPOSITION authKW 471900 2% 67% 30
10 TENSOR DECOMPOSITIONS authKW 460849 2% 78% 25

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 Psychology, Mathematical 22204 10% 1% 124
2 Mathematics, Applied 13892 41% 0% 534
3 Mathematics, Interdisciplinary Applications 7783 18% 0% 231
4 Social Sciences, Mathematical Methods 5104 8% 0% 102
5 Statistics & Probability 5079 16% 0% 202
6 Mathematics 3255 23% 0% 293
7 Computer Science, Artificial Intelligence 2691 12% 0% 160
8 Automation & Control Systems 1551 7% 0% 97
9 Instruments & Instrumentation 514 7% 0% 91
10 Engineering, Electrical & Electronic 399 13% 0% 164

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 GRP SCI ENGN TECHNOL 455727 2% 74% 26
2 HEIJMANS PSYCHOL 387184 1% 86% 19
3 MATHICSE ANCHP 212364 1% 100% 9
4 HEYMANS PSYCHOL 208092 2% 42% 21
5 WIRELESS TELECOM GRP 119447 1% 56% 9
6 MANAGEMENT SCI DATA ANALYT 115616 1% 70% 7
7 SUB SCI TECHNOL 98315 0% 83% 5
8 HEIJMANS 88932 1% 54% 7
9 NUMER PROXIMAT LINEAR ALGEBRA GRP 84269 0% 71% 5
10 COMPUTAT PL MATH INITIAT 65540 0% 56% 5

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 SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS 119621 8% 5% 104
2 PSYCHOMETRIKA 119450 6% 6% 84
3 JOURNAL OF CHEMOMETRICS 39765 4% 4% 48
4 NUMERICAL LINEAR ALGEBRA WITH APPLICATIONS 33529 3% 4% 38
5 LINEAR ALGEBRA AND ITS APPLICATIONS 27065 9% 1% 115
6 FRONTIERS OF MATHEMATICS IN CHINA 19459 2% 4% 23
7 BRITISH JOURNAL OF MATHEMATICAL & STATISTICAL PSYCHOLOGY 15196 2% 3% 23
8 LINEAR & MULTILINEAR ALGEBRA 12070 2% 2% 26
9 CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS 11838 3% 1% 40
10 SIAM JOURNAL ON SCIENTIFIC COMPUTING 10332 3% 1% 39

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 CANDECOMP 1395426 5% 95% 62 Search CANDECOMP Search CANDECOMP
2 TENSOR DECOMPOSITION 920324 6% 51% 77 Search TENSOR+DECOMPOSITION Search TENSOR+DECOMPOSITION
3 NONNEGATIVE TENSOR 851812 3% 95% 38 Search NONNEGATIVE+TENSOR Search NONNEGATIVE+TENSOR
4 TENSOR 847791 11% 25% 143 Search TENSOR Search TENSOR
5 MULTILINEAR ALGEBRA 713601 4% 59% 51 Search MULTILINEAR+ALGEBRA Search MULTILINEAR+ALGEBRA
6 HIGHER ORDER TENSOR 539883 2% 74% 31 Search HIGHER+ORDER+TENSOR Search HIGHER+ORDER+TENSOR
7 CANDECOMP PARAFAC 503376 2% 89% 24 Search CANDECOMP+PARAFAC Search CANDECOMP+PARAFAC
8 PARAFAC 473685 8% 19% 105 Search PARAFAC Search PARAFAC
9 TUCKER DECOMPOSITION 471900 2% 67% 30 Search TUCKER+DECOMPOSITION Search TUCKER+DECOMPOSITION
10 TENSOR DECOMPOSITIONS 460849 2% 78% 25 Search TENSOR+DECOMPOSITIONS Search TENSOR+DECOMPOSITIONS

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 KOLDA, TG , BADER, BW , (2009) TENSOR DECOMPOSITIONS AND APPLICATIONS.SIAM REVIEW. VOL. 51. ISSUE 3. P. 455 -500 90 66% 1237
2 CICHOCKI, A , MANDIC, DP , PHAN, AH , CAIAFA, CF , ZHOU, GX , ZHAO, QB , DE LATHAUWER, L , (2015) TENSOR DECOMPOSITIONS FOR SIGNAL PROCESSING APPLICATIONS.IEEE SIGNAL PROCESSING MAGAZINE. VOL. 32. ISSUE 2. P. 145 -163 53 71% 37
3 HACKBUSCH, W , (2014) NUMERICAL TENSOR CALCULUS.ACTA NUMERICA. VOL. 23. ISSUE . P. 651 -742 55 80% 5
4 YU, GH , YU, ZF , XU, Y , SONG, YS , ZHOU, Y , (2016) AN ADAPTIVE GRADIENT METHOD FOR COMPUTING GENERALIZED TENSOR EIGENPAIRS.COMPUTATIONAL OPTIMIZATION AND APPLICATIONS. VOL. 65. ISSUE 3. P. 781 -797 42 93% 1
5 BACHMAYR, M , SCHNEIDER, R , USCHMAJEW, A , (2016) TENSOR NETWORKS AND HIERARCHICAL TENSORS FOR THE SOLUTION OF HIGH-DIMENSIONAL PARTIAL DIFFERENTIAL EQUATIONS.FOUNDATIONS OF COMPUTATIONAL MATHEMATICS. VOL. 16. ISSUE 6. P. 1423 -1472 60 67% 0
6 CHANG, KC , QI, LQ , ZHANG, T , (2013) A SURVEY ON THE SPECTRAL THEORY OF NONNEGATIVE TENSORS.NUMERICAL LINEAR ALGEBRA WITH APPLICATIONS. VOL. 20. ISSUE 6. P. 891-912 43 81% 18
7 FAVIER, G , DE ALMEIDA, ALF , (2014) OVERVIEW OF CONSTRAINED PARAFAC MODELS.EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING. VOL. . ISSUE . P. - 43 84% 1
8 COMON, P , (2014) TENSORS [A BRIEF INTRODUCTION].IEEE SIGNAL PROCESSING MAGAZINE. VOL. 31. ISSUE 3. P. 44 -53 39 67% 34
9 STEGEMAN, A , (2014) FINDING THE LIMIT OF DIVERGING COMPONENTS IN THREE-WAY CANDECOMP/PARAFAC-A DEMONSTRATION OF ITS PRACTICAL MERITS.COMPUTATIONAL STATISTICS & DATA ANALYSIS. VOL. 75. ISSUE . P. 203 -216 32 97% 2
10 LITSAREV, MS , OSELEDETS, IV , (2016) A LOW-RANK APPROACH TO THE COMPUTATION OF PATH INTEGRALS.JOURNAL OF COMPUTATIONAL PHYSICS. VOL. 305. ISSUE . P. 557 -574 40 75% 0

Classes with closest relation at Level 1


Rank Class id link
1 14561 FAT POINTS//SECANT VARIETIES//SESHADRI CONSTANT
2 2947 MULTIVARIATE CURVE RESOLUTION//MCR ALS//SECOND ORDER CALIBRATION
3 23850 HADAMARD MANIFOLD//RIEMANNIAN OPTIMIZATION//MONOTONE VECTOR FIELDS
4 24116 MULTIVARIATE EIGENVALUE PROBLEM//CANONICAL CORRELATION ANALYSIS//MAXBET
5 12190 JOURNAL OF CLASSIFICATION//HIERARCHICAL CLASSES//PSYCHOMETRIKA
6 16697 NONNEGATIVE MATRIX FACTORIZATION//NONNEGATIVE MATRIX FACTORIZATION NMF//CONCEPT FACTORIZATION
7 17040 COMPLETELY POSITIVE MATRICES//COPOSITIVE MATRICES//COPOSITIVE PROGRAMMING
8 35109 FUZZY RULE BUILDING EXPERT SYSTEM//INTELLIGENT CHEM RUMENTAT//ANOVA PCA
9 25909 SPARSE PRINCIPAL COMPONENT ANALYSIS//PRINCIPAL VARIABLES//SPARSE PCA
10 33202 ALPHA BAG//DISTANCE BASED PREDICTION//NONLINEAR BIPLOT

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