Class information for:
Level 2: TOTAL LEAST SQUARES//STRUCTURED TOTAL LEAST SQUARES//SINGULAR SPECTRUM ANALYSIS

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
247 3       IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS//JOURNAL OF GEODESY//IET RADAR SONAR AND NAVIGATION 46948
3616 2             TOTAL LEAST SQUARES//STRUCTURED TOTAL LEAST SQUARES//SINGULAR SPECTRUM ANALYSIS 1358
13787 1                   TOTAL LEAST SQUARES//STRUCTURED TOTAL LEAST SQUARES//SURVEY REVIEW 843
24347 1                   LEAST ABSOLUTE DEVIATIONS//LEAST ABSOLUTE VALUE REGRESSION//L1 REGRESSION 338
30838 1                   SINGULAR SPECTRUM ANALYSIS//SKEW CIRCULANT//HANKEL CIRCULANT 177

Terms with highest relevance score



rank Category termType chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 TOTAL LEAST SQUARES authKW 606422 6% 34% 76
2 STRUCTURED TOTAL LEAST SQUARES authKW 371298 1% 80% 20
3 SINGULAR SPECTRUM ANALYSIS authKW 316713 4% 24% 57
4 SURVEY REVIEW journal 270303 6% 14% 81
5 JOURNAL OF SURVEYING ENGINEERING journal 264906 4% 22% 53
6 ERRORS IN VARIABLES MODEL authKW 253428 2% 38% 29
7 GEODETIC SURVEYS authKW 250512 2% 47% 23
8 GEODETIC NETWORKS authKW 232571 2% 48% 21
9 SKEW CIRCULANT authKW 210967 1% 91% 10
10 WEIGHTED TOTAL LEAST SQUARES WTLS authKW 208859 1% 100% 9

Web of Science journal categories



chi_square_rank Category chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 Remote Sensing 21381 17% 0% 237
2 Geochemistry & Geophysics 5010 17% 0% 234
3 Statistics & Probability 3277 12% 0% 168
4 Engineering, Civil 2981 13% 0% 183
5 Mathematics, Applied 2435 18% 0% 241
6 Geosciences, Multidisciplinary 1230 12% 0% 163
7 Operations Research & Management Science 996 7% 0% 89
8 Computer Science, Interdisciplinary Applications 420 5% 0% 73
9 Mathematics, Interdisciplinary Applications 340 4% 0% 55
10 Engineering, Marine 203 1% 0% 10

Address terms



chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 GEOL SURVEYING ENGN 87465 1% 54% 7
2 GEODESY 76310 4% 6% 51
3 GEODET SCI PROGRAM 72517 0% 63% 5
4 KAZAKHSTAN 64458 0% 56% 5
5 GEODESY PHOTOGRAMMETRY ENGN 52919 1% 13% 18
6 GEODESY OCEANOG 52213 0% 75% 3
7 OPTIMISAT ITS PLICAT 52213 0% 75% 3
8 STATE GEOINFORMAT ENGN 49430 1% 30% 7
9 SURVEYING ENGN 49008 2% 10% 22
10 MINERVA OPTIMIZAT 46405 0% 33% 6

Journals



chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 SURVEY REVIEW 270303 6% 14% 81
2 JOURNAL OF SURVEYING ENGINEERING 264906 4% 22% 53
3 JOURNAL OF GEODESY 176197 8% 7% 104
4 JOURNAL OF SURVEYING ENGINEERING-ASCE 146748 3% 14% 44
5 ACTA GEODAETICA ET GEOPHYSICA 46670 1% 11% 18
6 BOLETIM DE CIENCIAS GEODESICAS 30316 1% 8% 17
7 STATISTICS AND ITS INTERFACE 22502 2% 5% 21
8 ACTA GEODAETICA ET GEOPHYSICA HUNGARICA 20088 1% 7% 13
9 MANUSCRIPTA GEODAETICA 16107 0% 14% 5
10 SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS 13086 3% 2% 35

Author Key Words



chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass LCSH search Wikipedia search
1 TOTAL LEAST SQUARES 606422 6% 34% 76 Search TOTAL+LEAST+SQUARES Search TOTAL+LEAST+SQUARES
2 STRUCTURED TOTAL LEAST SQUARES 371298 1% 80% 20 Search STRUCTURED+TOTAL+LEAST+SQUARES Search STRUCTURED+TOTAL+LEAST+SQUARES
3 SINGULAR SPECTRUM ANALYSIS 316713 4% 24% 57 Search SINGULAR+SPECTRUM+ANALYSIS Search SINGULAR+SPECTRUM+ANALYSIS
4 ERRORS IN VARIABLES MODEL 253428 2% 38% 29 Search ERRORS+IN+VARIABLES+MODEL Search ERRORS+IN+VARIABLES+MODEL
5 GEODETIC SURVEYS 250512 2% 47% 23 Search GEODETIC+SURVEYS Search GEODETIC+SURVEYS
6 GEODETIC NETWORKS 232571 2% 48% 21 Search GEODETIC+NETWORKS Search GEODETIC+NETWORKS
7 SKEW CIRCULANT 210967 1% 91% 10 Search SKEW+CIRCULANT Search SKEW+CIRCULANT
8 WEIGHTED TOTAL LEAST SQUARES WTLS 208859 1% 100% 9 Search WEIGHTED+TOTAL+LEAST+SQUARES+WTLS Search WEIGHTED+TOTAL+LEAST+SQUARES+WTLS
9 WEIGHTED TOTAL LEAST SQUARES 208853 1% 75% 12 Search WEIGHTED+TOTAL+LEAST+SQUARES Search WEIGHTED+TOTAL+LEAST+SQUARES
10 LEAST ABSOLUTE DEVIATIONS 162827 1% 35% 20 Search LEAST+ABSOLUTE+DEVIATIONS Search LEAST+ABSOLUTE+DEVIATIONS

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 2



rank cluster_id2 link
1 1797 GPS SOLUTIONS//GNSS//INDOOR LOCALIZATION
2 1093 JOURNAL OF GEODESY//GRACE//GEOID
3 1067 SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS//LINEAR ALGEBRA AND ITS APPLICATIONS//MATRIX EQUATION
4 329 STATISTICS & PROBABILITY//EMPIRICAL LIKELIHOOD//JOURNAL OF ECONOMETRICS
5 1924 REMOTE SENSING//PHOTOGRAMMETRIC RECORD//PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING
6 3183 SLICED INVERSE REGRESSION//SUFFICIENT DIMENSION REDUCTION//CENTRAL SUBSPACE
7 3726 JOURNAL OF CLASSIFICATION//PSYCHOMETRIKA//HIERARCHICAL CLASSES
8 2794 MULTICOLLINEARITY//QUADRATIC LOSS//ADMISSIBILITY
9 706 IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS//DIRECTION OF ARRIVAL ESTIMATION//ARRAY SIGNAL PROCESSING
10 2090 ILL POSED PROBLEM//INVERSE PROBLEM//DISCREPANCY PRINCIPLE

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