Class information for:
Level 1: LEVERAGE SCORES//RANDOMIZED LINEAR ALGEBRA//STATISTICAL LEVERAGE

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
464 2             COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//FEATURE SELECTION//SUPPORT VECTOR MACHINE 16171
26842 1                   LEVERAGE SCORES//RANDOMIZED LINEAR ALGEBRA//STATISTICAL LEVERAGE 264

Terms with highest relevance score



rank Category termType chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 LEVERAGE SCORES authKW 358145 1% 100% 3
2 RANDOMIZED LINEAR ALGEBRA authKW 358145 1% 100% 3
3 STATISTICAL LEVERAGE authKW 358145 1% 100% 3
4 CUR MATRIX DECOMPOSITION authKW 268607 1% 75% 3
5 JOHNSON LINDENSTRAUSS authKW 268607 1% 75% 3
6 THE NYSTROM METHOD authKW 268607 1% 75% 3
7 FREQUENT DIRECTIONS authKW 238763 1% 100% 2
8 LP REGRESSION authKW 238763 1% 100% 2
9 PASS EFFICIENT ALGORITHM authKW 238763 1% 100% 2
10 INDEFINITE KERNEL authKW 229574 2% 38% 5

Web of Science journal categories



chi_square_rank Category chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 Computer Science, Artificial Intelligence 5366 38% 0% 99
2 Computer Science, Theory & Methods 1156 19% 0% 49
3 Mathematics, Applied 836 23% 0% 61
4 Computer Science, Information Systems 671 14% 0% 36
5 Computer Science, Software Engineering 557 11% 0% 29
6 Engineering, Electrical & Electronic 240 20% 0% 52
7 Automation & Control Systems 224 6% 0% 17
8 Computer Science, Interdisciplinary Applications 158 7% 0% 19
9 Computer Science, Hardware & Architecture 152 5% 0% 12
10 Physics, Mathematical 61 5% 0% 13

Address terms



chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 BIOSTATCHILDRENS HOSP 119382 0% 100% 1
2 HARVARD PUBL HLTHINFORMAT PROGRAM 119382 0% 100% 1
3 PATTRN RECOGNIT GRP 119382 0% 100% 1
4 RADON COMPUTAT PL MATH RICAM 119382 0% 100% 1
5 SOFTWA INTERACT SYST 119382 0% 100% 1
6 INT COMP SCI 99937 2% 14% 6
7 GRP CALCULO CIENT MODELAMIENTO MATEMAT 59690 0% 50% 1
8 JIANGSU PROV BIG DATA ANAL TECHNOL 59690 0% 50% 1
9 MATH ANAL SYST 59690 0% 50% 1
10 MOE ELECT ENGN COMP SCI 59690 0% 50% 1

Journals



chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 JOURNAL OF MACHINE LEARNING RESEARCH 21133 6% 1% 17
2 SIAM JOURNAL ON COMPUTING 4912 4% 0% 11
3 APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS 4711 2% 1% 6
4 MACHINE LEARNING 4621 3% 1% 7
5 ACM TRANSACTIONS ON KNOWLEDGE DISCOVERY FROM DATA 4566 1% 1% 3
6 STATISTICAL ANALYSIS AND DATA MINING 3586 1% 2% 2
7 SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS 3520 3% 0% 8
8 ACTA NUMERICA 3409 0% 3% 1
9 SIAM JOURNAL ON SCIENTIFIC COMPUTING 2697 3% 0% 9
10 JOURNAL OF THE ACM 2048 2% 0% 5

Author Key Words



chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass LCSH search Wikipedia search
1 LEVERAGE SCORES 358145 1% 100% 3 Search LEVERAGE+SCORES Search LEVERAGE+SCORES
2 RANDOMIZED LINEAR ALGEBRA 358145 1% 100% 3 Search RANDOMIZED+LINEAR+ALGEBRA Search RANDOMIZED+LINEAR+ALGEBRA
3 STATISTICAL LEVERAGE 358145 1% 100% 3 Search STATISTICAL+LEVERAGE Search STATISTICAL+LEVERAGE
4 CUR MATRIX DECOMPOSITION 268607 1% 75% 3 Search CUR+MATRIX+DECOMPOSITION Search CUR+MATRIX+DECOMPOSITION
5 JOHNSON LINDENSTRAUSS 268607 1% 75% 3 Search JOHNSON+LINDENSTRAUSS Search JOHNSON+LINDENSTRAUSS
6 THE NYSTROM METHOD 268607 1% 75% 3 Search THE+NYSTROM+METHOD Search THE+NYSTROM+METHOD
7 FREQUENT DIRECTIONS 238763 1% 100% 2 Search FREQUENT+DIRECTIONS Search FREQUENT+DIRECTIONS
8 LP REGRESSION 238763 1% 100% 2 Search LP+REGRESSION Search LP+REGRESSION
9 PASS EFFICIENT ALGORITHM 238763 1% 100% 2 Search PASS+EFFICIENT+ALGORITHM Search PASS+EFFICIENT+ALGORITHM
10 INDEFINITE KERNEL 229574 2% 38% 5 Search INDEFINITE+KERNEL Search INDEFINITE+KERNEL

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 37816 DIAGONAL DOMINANT MATRICES//LAGGED FIBONNACI GENERATOR//SOLUTION OF SYTEM OF LINEAR EQUATIONS
2 37426 STRING KERNELS//LEARNING WITH SEQUENTIAL DATA//SEQUENCE KERNELS
3 12004 FAST MULTIPOLE METHOD//HIERARCHICAL MATRICES//DATA SPARSE APPROXIMATION
4 12278 MATRIX COMPLETION//SUBSPACE CLUSTERING//NON RIGID STRUCTURE FROM MOTION
5 6159 SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS//QR ALGORITHM//QR FACTORIZATION
6 3426 TWIN SUPPORT VECTOR MACHINE//SUPPORT VECTOR MACHINE//MULTIPLE KERNEL LEARNING
7 2290 DIMENSIONALITY REDUCTION//MANIFOLD LEARNING//FACE RECOGNITION
8 18693 HEAVY HITTERS//DATA SYNOPSES//DATA STREAMS
9 12248 INSTANCE SELECTION//PROTOTYPE SELECTION//PROTOTYPE GENERATION
10 9379 REPRODUCING KERNEL HILBERT SPACE//LEARNING THEORY//GENERALIZATION BOUNDS

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