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

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
18741 1                   CONCEPT DRIFT//DATA STREAMS//DATA STREAM CLASSIFICATION 562

Terms with highest relevance score


rank Category termType chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 CONCEPT DRIFT authKW 4785285 23% 67% 128
2 DATA STREAMS authKW 1281356 19% 21% 107
3 DATA STREAM CLASSIFICATION authKW 578487 2% 74% 14
4 DATA STREAM CLUSTERING authKW 299080 1% 67% 8
5 EVOLVING DATA STREAMS authKW 280393 1% 100% 5
6 DATA STREAM MINING authKW 265831 3% 30% 16
7 INCREMENTAL LEARNING authKW 221941 8% 9% 44
8 INCREMENTAL DECISION TREES authKW 168236 1% 100% 3
9 POSITIVE UNLABELLED LEARNING authKW 168236 1% 100% 3
10 RECURRENT CONCEPTS authKW 168236 1% 100% 3

Web of Science journal categories


chi_square_rank Category chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 Computer Science, Artificial Intelligence 33834 64% 0% 360
2 Computer Science, Information Systems 7971 31% 0% 176
3 Computer Science, Theory & Methods 1725 16% 0% 88
4 Engineering, Electrical & Electronic 926 25% 0% 143
5 Computer Science, Software Engineering 579 8% 0% 44
6 Computer Science, Hardware & Architecture 488 6% 0% 31
7 Operations Research & Management Science 244 5% 0% 29
8 Computer Science, Interdisciplinary Applications 158 5% 0% 29
9 Computer Science, Cybernetics 85 1% 0% 7
10 Telecommunications 84 4% 0% 22

Address terms


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 ARTIFICIAL INTELLIGENCE DECIS SUPPORT LIAAD 112153 1% 50% 4
2 FEP 76803 2% 14% 10
3 GENIE INFORMAT PROD 74770 0% 67% 2
4 LIAAD INESC PORTO 74770 0% 67% 2
5 ADVANSE 56079 0% 100% 1
6 ARTIFICIAL INTELLIGENCE DECIS SUPPORT LIA I 56079 0% 100% 1
7 BUSINESS INTELLIGENCE ANALYTHOWE TECHNOL M 56079 0% 100% 1
8 CAMPUS PONTA PORA CPPP 56079 0% 100% 1
9 COMP ENGN COMP SCI CECS 56079 0% 100% 1
10 COMP SCI INFORMAT ENG 56079 0% 100% 1

Journals


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 INTELLIGENT DATA ANALYSIS 41973 4% 3% 22
2 IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING 28551 7% 1% 40
3 KNOWLEDGE AND INFORMATION SYSTEMS 26348 4% 2% 23
4 MACHINE LEARNING 16004 3% 2% 19
5 DATA MINING AND KNOWLEDGE DISCOVERY 13150 2% 2% 12
6 WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY 6896 1% 2% 5
7 LECTURE NOTES IN ARTIFICIAL INTELLIGENCE 5949 7% 0% 42
8 IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS 5508 2% 1% 11
9 JOURNAL OF INTELLIGENT INFORMATION SYSTEMS 3239 1% 1% 6
10 EXPERT SYSTEMS WITH APPLICATIONS 2673 4% 0% 23

Author Key Words


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass LCSH search Wikipedia search
1 CONCEPT DRIFT 4785285 23% 67% 128 Search CONCEPT+DRIFT Search CONCEPT+DRIFT
2 DATA STREAMS 1281356 19% 21% 107 Search DATA+STREAMS Search DATA+STREAMS
3 DATA STREAM CLASSIFICATION 578487 2% 74% 14 Search DATA+STREAM+CLASSIFICATION Search DATA+STREAM+CLASSIFICATION
4 DATA STREAM CLUSTERING 299080 1% 67% 8 Search DATA+STREAM+CLUSTERING Search DATA+STREAM+CLUSTERING
5 EVOLVING DATA STREAMS 280393 1% 100% 5 Search EVOLVING+DATA+STREAMS Search EVOLVING+DATA+STREAMS
6 DATA STREAM MINING 265831 3% 30% 16 Search DATA+STREAM+MINING Search DATA+STREAM+MINING
7 INCREMENTAL LEARNING 221941 8% 9% 44 Search INCREMENTAL+LEARNING Search INCREMENTAL+LEARNING
8 INCREMENTAL DECISION TREES 168236 1% 100% 3 Search INCREMENTAL+DECISION+TREES Search INCREMENTAL+DECISION+TREES
9 POSITIVE UNLABELLED LEARNING 168236 1% 100% 3 Search POSITIVE+UNLABELLED+LEARNING Search POSITIVE+UNLABELLED+LEARNING
10 RECURRENT CONCEPTS 168236 1% 100% 3 Search RECURRENT+CONCEPTS Search RECURRENT+CONCEPTS

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 13023 OUTLIER DETECTION//ONE CLASS CLASSIFICATION//NOVELTY DETECTION
2 24704 DATA STREAM PROCESSING//CONTINUOUS QUERIES//STREAM PROCESSING
3 18693 HEAVY HITTERS//DATA SYNOPSES//DATA STREAMS
4 13142 IMBALANCED DATASETS//IMBALANCED DATA//CLASS IMBALANCE
5 3424 BOOSTING//BAGGING//MULTIPLE CLASSIFIER SYSTEMS
6 17756 PREDICTION WITH EXPERT ADVICE//GAME THEORETIC PROBABILITY//REGRET MINIMIZATION
7 35692 PARTIALLY CONNECTED NEURAL NETWORK//ADAPTIVE DATABASE SYSTEMS//AI BASED DESIGN
8 14666 SURVIVAL TREE//DECISION TREE//RECURSIVE PARTITIONING
9 20007 ACTIVE LEARNING//SEMI SUPERVISED LEARNING//CO TRAINING
10 12248 INSTANCE SELECTION//PROTOTYPE SELECTION//PROTOTYPE GENERATION

Go to start page