Class information for:
Level 1: TIME SERIES CLASSIFICATION//SUBSEQUENCE MATCHING//TIME SERIES DATABASES

Basic class information

Class id #P Avg. number of
references
Database coverage
of references
15911 684 31.9 36%



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
20 3       COMPUTER SCIENCE, INFORMATION SYSTEMS//COMPUTER SCIENCE, THEORY & METHODS//COMPUTER SCIENCE, SOFTWARE ENGINEERING 118625
1774 2             PACKET CLASSIFICATION//SPATIAL DATABASES//SIMILARITY SEARCH 6381
15911 1                   TIME SERIES CLASSIFICATION//SUBSEQUENCE MATCHING//TIME SERIES DATABASES 684

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 TIME SERIES CLASSIFICATION authKW 1273179 7% 63% 45
2 SUBSEQUENCE MATCHING authKW 578538 3% 72% 18
3 TIME SERIES DATABASES authKW 578538 3% 72% 18
4 SIMILAR SEQUENCE MATCHING authKW 357128 1% 100% 8
5 DYNAMIC TIME WARPING authKW 332776 7% 16% 48
6 TIME SERIES CLUSTERING authKW 257526 2% 38% 15
7 TIME SERIES DATA MINING authKW 229569 2% 43% 12
8 SIMILARITY SEARCH authKW 178670 5% 12% 33
9 INDEX INTERPOLATION authKW 178564 1% 100% 4
10 TIME SERIES authKW 153357 20% 3% 137

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 22934 48% 0% 326
2 Computer Science, Information Systems 11019 33% 0% 226
3 Statistics & Probability 1469 12% 0% 80
4 Computer Science, Theory & Methods 1218 12% 0% 83
5 Computer Science, Software Engineering 774 8% 0% 56
6 Engineering, Electrical & Electronic 600 19% 0% 132
7 Computer Science, Interdisciplinary Applications 506 8% 0% 54
8 Computer Science, Hardware & Architecture 366 4% 0% 30
9 Mathematics, Interdisciplinary Applications 256 5% 0% 33
10 Medical Informatics 190 2% 0% 15

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 MODELING OPTIMIZAT STAT INFERENCE MODES 89282 0% 100% 2
2 ACSYS 44641 0% 100% 1
3 BIOMED INFORMAT COMP ENGN SYST SCI 44641 0% 100% 1
4 CARL EMILY FUCHS CHAIR SYST CONTROL 44641 0% 100% 1
5 CETTICO GRP 44641 0% 100% 1
6 CHARLES DELAUNAY UMR CNRS STMR 6279 44641 0% 100% 1
7 CNRS LIG AMA 44641 0% 100% 1
8 COMPUTATIONALLY INTELLIGENT SYST 44641 0% 100% 1
9 COMPUTATIONALLY INTELLIGENT SYST GRP CIS 44641 0% 100% 1
10 CRC ADV COMPUTAT SYST 44641 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 DATA MINING AND KNOWLEDGE DISCOVERY 73653 5% 5% 31
2 KNOWLEDGE AND INFORMATION SYSTEMS 20476 3% 2% 22
3 IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING 10791 4% 1% 27
4 VLDB JOURNAL 9180 2% 2% 11
5 ADVANCES IN DATA ANALYSIS AND CLASSIFICATION 8491 1% 3% 6
6 KNOWLEDGE-BASED SYSTEMS 7782 3% 1% 22
7 JOURNAL OF CLASSIFICATION 6209 1% 2% 8
8 LECTURE NOTES IN ARTIFICIAL INTELLIGENCE 5189 6% 0% 44
9 ACM TRANSACTIONS ON KNOWLEDGE DISCOVERY FROM DATA 5017 1% 2% 5
10 INTELLIGENT DATA ANALYSIS 4668 1% 1% 8

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 TIME SERIES CLASSIFICATION 1273179 7% 63% 45 Search TIME+SERIES+CLASSIFICATION Search TIME+SERIES+CLASSIFICATION
2 SUBSEQUENCE MATCHING 578538 3% 72% 18 Search SUBSEQUENCE+MATCHING Search SUBSEQUENCE+MATCHING
3 TIME SERIES DATABASES 578538 3% 72% 18 Search TIME+SERIES+DATABASES Search TIME+SERIES+DATABASES
4 SIMILAR SEQUENCE MATCHING 357128 1% 100% 8 Search SIMILAR+SEQUENCE+MATCHING Search SIMILAR+SEQUENCE+MATCHING
5 DYNAMIC TIME WARPING 332776 7% 16% 48 Search DYNAMIC+TIME+WARPING Search DYNAMIC+TIME+WARPING
6 TIME SERIES CLUSTERING 257526 2% 38% 15 Search TIME+SERIES+CLUSTERING Search TIME+SERIES+CLUSTERING
7 TIME SERIES DATA MINING 229569 2% 43% 12 Search TIME+SERIES+DATA+MINING Search TIME+SERIES+DATA+MINING
8 SIMILARITY SEARCH 178670 5% 12% 33 Search SIMILARITY+SEARCH Search SIMILARITY+SEARCH
9 INDEX INTERPOLATION 178564 1% 100% 4 Search INDEX+INTERPOLATION Search INDEX+INTERPOLATION
10 TIME SERIES 153357 20% 3% 137 Search TIME+SERIES Search TIME+SERIES

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 FU, TC , (2011) A REVIEW ON TIME SERIES DATA MINING.ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE. VOL. 24. ISSUE 1. P. 164 -181 44 62% 231
2 GORECKI, T , LUCZAK, M , (2015) MULTIVARIATE TIME SERIES CLASSIFICATION WITH PARAMETRIC DERIVATIVE DYNAMIC TIME WARPING.EXPERT SYSTEMS WITH APPLICATIONS. VOL. 42. ISSUE 5. P. 2305 -2312 20 87% 9
3 AGHABOZORGI, S , SHIRKHORSHIDI, AS , TEH YING WAH , (2015) TIME-SERIES CLUSTERING - A DECADE REVIEW.INFORMATION SYSTEMS. VOL. 53. ISSUE . P. 16 -38 37 43% 13
4 ESLING, P , AGON, C , (2012) TIME-SERIES DATA MINING.ACM COMPUTING SURVEYS. VOL. 45. ISSUE 1. P. - 32 46% 67
5 CAI, QL , CHEN, L , SUN, JL , (2015) PIECEWISE STATISTIC APPROXIMATION BASED SIMILARITY MEASURE FOR TIME SERIES.KNOWLEDGE-BASED SYSTEMS. VOL. 85. ISSUE . P. 181 -195 18 90% 1
6 ZOLHAVARIEH, S , AGHABOZORGI, S , TEH, YW , (2014) A REVIEW OF SUBSEQUENCE TIME SERIES CLUSTERING.SCIENTIFIC WORLD JOURNAL. VOL. . ISSUE . P. - 23 70% 2
7 AGHABOZORGI, S , TEH, YW , HERAWAN, T , JALAB, HA , SHAYGAN, MA , JALALI, A , (2014) A HYBRID ALGORITHM FOR CLUSTERING OF TIME SERIES DATA BASED ON AFFINITY SEARCH TECHNIQUE.SCIENTIFIC WORLD JOURNAL. VOL. . ISSUE . P. - 21 72% 0
8 LI, HL , (2017) DISTANCE MEASURE WITH IMPROVED LOWER BOUND FOR MULTIVARIATE TIME SERIES.PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS. VOL. 468. ISSUE . P. 622 -637 14 100% 0
9 MONTERO, P , VILAR, JA , (2014) TSCLUST: AN R PACKAGE FOR TIME SERIES CLUSTERING.JOURNAL OF STATISTICAL SOFTWARE. VOL. 62. ISSUE 1. P. 1 -43 19 66% 14
10 AGHABOZORGI, S , TEH, YW , (2014) CLUSTERING OF LARGE TIME SERIES DATASETS.INTELLIGENT DATA ANALYSIS. VOL. 18. ISSUE 5. P. 793 -817 19 66% 2

Classes with closest relation at Level 1



Rank Class id link
1 23478 LOCALLY STATIONARY PROCESSES//LOCAL STATIONARITY//LOCALLY STATIONARY TIME SERIES
2 28812 DATA SYNOPSES//SELECTIVITY ESTIMATION//MULTIDIMENSIONAL DATA MANAGEMENT
3 17082 SIMILARITY SEARCH//HIGH DIMENSIONAL INDEXING//METRIC ACCESS METHODS
4 19536 CONCEPT DRIFT//DATA STREAMS//DATA STREAM CLASSIFICATION
5 37557 CRITICAL EXPONENT METHOD//PHONEME ATTRACTOR//RECONSTRUCTED PHASE SPACES RPSS
6 6142 FUZZY TIME SERIES//FUZZY FORECASTING//STOCK FORECASTING
7 35708 TREE KERNELS//RATIONAL KERNELS//STRING KERNELS
8 1464 FUZZY CLUSTERING//CLUSTERING//CLUSTER VALIDITY
9 37503 COMPLEMENTARY CODE KEY//APPROXIMATE COUNTS//AUTOMATIC STRESS DETECTION
10 14382 ONE CLASS CLASSIFICATION//NOVELTY DETECTION//OUTLIER DETECTION

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