Class information for:
Level 1: CONCEPT DRIFT//DATA STREAMS//DATA STREAM CLASSIFICATION

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
19536 501 32.6 34%


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
235 2             COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//FEATURE SELECTION//MACHINE LEARNING 20237
19536 1                   CONCEPT DRIFT//DATA STREAMS//DATA STREAM CLASSIFICATION 501

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 CONCEPT DRIFT authKW 4795908 23% 68% 116
2 DATA STREAMS authKW 1153028 19% 20% 94
3 DATA STREAM CLASSIFICATION authKW 460911 2% 69% 11
4 DATA STREAM CLUSTERING authKW 274262 1% 75% 6
5 DATA STREAM MINING authKW 254145 3% 30% 14
6 INCREMENTAL LEARNING authKW 219311 8% 9% 41
7 CONCEPT DRIFT DETECTION authKW 217668 1% 71% 5
8 EVOLVING DATA STREAMS authKW 195031 1% 80% 4
9 INCREMENTAL DECISION TREES authKW 182843 1% 100% 3
10 POSITIVE UNLABELLED LEARNING authKW 182843 1% 100% 3

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 29243 63% 0% 314
2 Computer Science, Information Systems 9040 35% 0% 175
3 Computer Science, Theory & Methods 1809 17% 0% 85
4 Computer Science, Software Engineering 1015 11% 0% 54
5 Engineering, Electrical & Electronic 633 23% 0% 113
6 Computer Science, Hardware & Architecture 557 6% 0% 31
7 Operations Research & Management Science 324 6% 0% 31
8 Computer Science, Cybernetics 131 2% 0% 8
9 Computer Science, Interdisciplinary Applications 120 5% 0% 24
10 Automation & Control Systems 38 2% 0% 11

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 FEP 85825 2% 14% 10
2 ARTIFICIAL INTELLIGENCE DECIS SUPPORT LIA I 60948 0% 100% 1
3 COMP SCI INFORMAT ENG 60948 0% 100% 1
4 COMP SIENCE 60948 0% 100% 1
5 DATABASE MKT TEAM 60948 0% 100% 1
6 EC33 60948 0% 100% 1
7 ENG INFORMAT TECHNOL 60948 0% 100% 1
8 INFORMAT SISTEMAS COMPUTADORS 60948 0% 100% 1
9 INGELIGENCIA ARTIFICIAL 60948 0% 100% 1
10 INTEGRATED SYST TECHNOL 60948 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 INTELLIGENT DATA ANALYSIS 39927 4% 3% 20
2 IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING 30813 8% 1% 39
3 KNOWLEDGE AND INFORMATION SYSTEMS 27971 4% 2% 22
4 MACHINE LEARNING 14217 3% 1% 17
5 DATA MINING AND KNOWLEDGE DISCOVERY 10452 2% 2% 10
6 WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY 8226 1% 3% 5
7 IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS 5714 2% 1% 10
8 LECTURE NOTES IN ARTIFICIAL INTELLIGENCE 5298 8% 0% 38
9 JOURNAL OF INTELLIGENT INFORMATION SYSTEMS 2538 1% 1% 5
10 EXPERT SYSTEMS WITH APPLICATIONS 2516 4% 0% 21

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 CONCEPT DRIFT 4795908 23% 68% 116 Search CONCEPT+DRIFT Search CONCEPT+DRIFT
2 DATA STREAMS 1153028 19% 20% 94 Search DATA+STREAMS Search DATA+STREAMS
3 DATA STREAM CLASSIFICATION 460911 2% 69% 11 Search DATA+STREAM+CLASSIFICATION Search DATA+STREAM+CLASSIFICATION
4 DATA STREAM CLUSTERING 274262 1% 75% 6 Search DATA+STREAM+CLUSTERING Search DATA+STREAM+CLUSTERING
5 DATA STREAM MINING 254145 3% 30% 14 Search DATA+STREAM+MINING Search DATA+STREAM+MINING
6 INCREMENTAL LEARNING 219311 8% 9% 41 Search INCREMENTAL+LEARNING Search INCREMENTAL+LEARNING
7 CONCEPT DRIFT DETECTION 217668 1% 71% 5 Search CONCEPT+DRIFT+DETECTION Search CONCEPT+DRIFT+DETECTION
8 EVOLVING DATA STREAMS 195031 1% 80% 4 Search EVOLVING+DATA+STREAMS Search EVOLVING+DATA+STREAMS
9 INCREMENTAL DECISION TREES 182843 1% 100% 3 Search INCREMENTAL+DECISION+TREES Search INCREMENTAL+DECISION+TREES
10 POSITIVE UNLABELLED LEARNING 182843 1% 100% 3 Search POSITIVE+UNLABELLED+LEARNING Search POSITIVE+UNLABELLED+LEARNING

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 GAMA, J , ZLIOBAITE, I , BIFET, A , PECHENIZKIY, M , BOUCHACHIA, A , (2014) A SURVEY ON CONCEPT DRIFT ADAPTATION.ACM COMPUTING SURVEYS. VOL. 46. ISSUE 4. P. - 37 56% 31
2 ELWELL, R , POLIKAR, R , (2011) INCREMENTAL LEARNING OF CONCEPT DRIFT IN NONSTATIONARY ENVIRONMENTS.IEEE TRANSACTIONS ON NEURAL NETWORKS. VOL. 22. ISSUE 10. P. 1517-1531 21 66% 116
3 GOMES, JB , GABER, MM , SOUSA, PAC , MENASALVAS, E , (2014) MINING RECURRING CONCEPTS IN A DYNAMIC FEATURE SPACE.IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS. VOL. 25. ISSUE 1. P. 95 -110 16 100% 9
4 DITZLER, G , ROVERI, M , ALIPPI, C , POLIKAR, R , (2015) LEARNING IN NONSTATIONARY ENVIRONMENTS: A SURVEY.IEEE COMPUTATIONAL INTELLIGENCE MAGAZINE. VOL. 10. ISSUE 4. P. 12 -25 26 55% 3
5 URIARTE-ARCIA, AV , LOPEZ-YANEZ, I , YANEZ-MARQUEZ, C , GAMA, J , CAMACHO-NIETO, O , (2015) DATA STREAM CLASSIFICATION BASED ON THE GAMMA CLASSIFIER.MATHEMATICAL PROBLEMS IN ENGINEERING. VOL. . ISSUE . P. - 21 70% 0
6 ZLIOBAITE, I , BIFET, A , READ, J , PFAHRINGER, B , HOLMES, G , (2015) EVALUATION METHODS AND DECISION THEORY FOR CLASSIFICATION OF STREAMING DATA WITH TEMPORAL DEPENDENCE.MACHINE LEARNING. VOL. 98. ISSUE 3. P. 455 -482 16 84% 1
7 RUTKOWSKI, L , JAWORSKI, M , PIETRUCZUK, L , DUDA, P , (2015) A NEW METHOD FOR DATA STREAM MINING BASED ON THE MISCLASSIFICATION ERROR.IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS. VOL. 26. ISSUE 5. P. 1048 -1059 14 78% 13
8 FRIAS-BLANCO, I , DEL CAMPO-AVILA, J , RAMOS-JIMENEZ, G , CARVALHO, ACPLF , ORTIZ-DIAZ, A , MORALES-BUENO, R , (2016) ONLINE ADAPTIVE DECISION TREES BASED ON CONCENTRATION INEQUALITIES.KNOWLEDGE-BASED SYSTEMS. VOL. 104. ISSUE . P. 179 -194 14 74% 1
9 SUN, Y , TANG, K , MINKU, LL , WANG, S , YAO, X , (2016) ONLINE ENSEMBLE LEARNING OF DATA STREAMS WITH GRADUALLY EVOLVED CLASSES.IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING. VOL. 28. ISSUE 6. P. 1532 -1545 14 74% 0
10 DITZLER, G , POLIKAR, R , (2013) INCREMENTAL LEARNING OF CONCEPT DRIFT FROM STREAMING IMBALANCED DATA.IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING. VOL. 25. ISSUE 10. P. 2283 -2301 16 57% 32

Classes with closest relation at Level 1


Rank Class id link
1 36337 MIN MAX MODULAR NEURAL NETWORK//NATIONAL VOTING//BRAIN OPERAT DEVICE
2 23717 DATA STREAM PROCESSING//CONTINUOUS QUERIES//DATA STREAMS
3 14382 ONE CLASS CLASSIFICATION//NOVELTY DETECTION//OUTLIER DETECTION
4 35648 DISTRIBUTED DENSITY ESTIMATION//IDU GRP//P2P DATA MINING
5 3353 BOOSTING//BAGGING//MULTIPLE CLASSIFIER SYSTEMS
6 19412 HEAVY HITTERS//DATA STREAMS//IP FLOWS
7 12665 DECISION TREE//NUMERICAL ATTRIBUTES//SUPERVISED DISCRETIZATION
8 13020 INSTANCE SELECTION//PROTOTYPE SELECTION//INSTANCE BASED LEARNING
9 25585 SEMI SUPERVISED LEARNING//CO TRAINING//TRI TRAINING
10 15239 IMBALANCED DATASETS//IMBALANCED DATA//CLASS IMBALANCE

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