Class information for:
Level 1: INSTANCE SELECTION//PROTOTYPE SELECTION//PROTOTYPE GENERATION

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
12248 1                   INSTANCE SELECTION//PROTOTYPE SELECTION//PROTOTYPE GENERATION 950

Terms with highest relevance score


rank Category termType chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 INSTANCE SELECTION authKW 962289 6% 51% 57
2 PROTOTYPE SELECTION authKW 725776 4% 58% 38
3 PROTOTYPE GENERATION authKW 355428 2% 71% 15
4 INSTANCE BASED LEARNING authKW 315603 3% 31% 31
5 NEAREST NEIGHBOR authKW 259212 6% 14% 55
6 NEAREST NEIGHBOR CLASSIFIER authKW 241055 3% 29% 25
7 LABEL NOISE authKW 240806 1% 52% 14
8 PROTOTYPE REDUCTION authKW 235903 1% 89% 8
9 PROTOTYPE REDUCTION SCHEMES PRS authKW 235903 1% 89% 8
10 NEAREST NEIGHBOR RULE authKW 217739 2% 41% 16

Web of Science journal categories


chi_square_rank Category chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 Computer Science, Artificial Intelligence 77867 75% 0% 709
2 Computer Science, Theory & Methods 3486 17% 0% 162
3 Computer Science, Information Systems 2431 14% 0% 130
4 Engineering, Electrical & Electronic 1262 23% 0% 220
5 Computer Science, Cybernetics 534 2% 0% 22
6 Computer Science, Interdisciplinary Applications 334 6% 0% 54
7 Computer Science, Software Engineering 172 4% 0% 34
8 Operations Research & Management Science 168 3% 0% 33
9 Statistics & Probability 149 4% 0% 34
10 Automation & Control Systems 79 2% 0% 22

Address terms


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 LIACC FEP 99522 0% 100% 3
2 AI DB 66348 0% 100% 2
3 EMPIRICAL SOFTWARE ENGN 66348 0% 100% 2
4 DPTO CIENCIAS COMP IA 44231 0% 67% 2
5 AIDB 33174 0% 100% 1
6 AVE E VAN BECELAERE 2 BOX 8 33174 0% 100% 1
7 BIOINFORMAT GRP SEVILLE 33174 0% 100% 1
8 C COMP INTELIGENCIA ARTIFICIAL 33174 0% 100% 1
9 CIENCIAS MATERNAT COMPUTACAO 33174 0% 100% 1
10 CIVIL ENGN COMP SYST LANGUAGES 33174 0% 100% 1

Journals


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 PATTERN RECOGNITION 33197 9% 1% 84
2 PATTERN ANALYSIS AND APPLICATIONS 21168 2% 3% 22
3 INTELLIGENT DATA ANALYSIS 18502 2% 3% 19
4 MACHINE LEARNING 13861 2% 2% 23
5 PATTERN RECOGNITION LETTERS 13383 5% 1% 49
6 LECTURE NOTES IN ARTIFICIAL INTELLIGENCE 12790 8% 0% 80
7 IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE 8539 4% 1% 35
8 ARTIFICIAL INTELLIGENCE REVIEW 8417 1% 2% 14
9 INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS 7834 1% 2% 11
10 KNOWLEDGE-BASED SYSTEMS 6996 3% 1% 25

Author Key Words


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass LCSH search Wikipedia search
1 INSTANCE SELECTION 962289 6% 51% 57 Search INSTANCE+SELECTION Search INSTANCE+SELECTION
2 PROTOTYPE SELECTION 725776 4% 58% 38 Search PROTOTYPE+SELECTION Search PROTOTYPE+SELECTION
3 PROTOTYPE GENERATION 355428 2% 71% 15 Search PROTOTYPE+GENERATION Search PROTOTYPE+GENERATION
4 INSTANCE BASED LEARNING 315603 3% 31% 31 Search INSTANCE+BASED+LEARNING Search INSTANCE+BASED+LEARNING
5 NEAREST NEIGHBOR 259212 6% 14% 55 Search NEAREST+NEIGHBOR Search NEAREST+NEIGHBOR
6 NEAREST NEIGHBOR CLASSIFIER 241055 3% 29% 25 Search NEAREST+NEIGHBOR+CLASSIFIER Search NEAREST+NEIGHBOR+CLASSIFIER
7 LABEL NOISE 240806 1% 52% 14 Search LABEL+NOISE Search LABEL+NOISE
8 PROTOTYPE REDUCTION 235903 1% 89% 8 Search PROTOTYPE+REDUCTION Search PROTOTYPE+REDUCTION
9 PROTOTYPE REDUCTION SCHEMES PRS 235903 1% 89% 8 Search PROTOTYPE+REDUCTION+SCHEMES+PRS Search PROTOTYPE+REDUCTION+SCHEMES+PRS
10 NEAREST NEIGHBOR RULE 217739 2% 41% 16 Search NEAREST+NEIGHBOR+RULE Search NEAREST+NEIGHBOR+RULE

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 13142 IMBALANCED DATASETS//IMBALANCED DATA//CLASS IMBALANCE
2 8844 FEATURE SELECTION//UNSUPERVISED FEATURE SELECTION//FEATURE RANKING
3 19775 SIMILARITY SEARCH//HIGH DIMENSIONAL INDEXING//METRIC ACCESS METHODS
4 22920 NUMERICAL ATTRIBUTES//SUPERVISED DISCRETIZATION//DISCRETIZATION
5 3424 BOOSTING//BAGGING//MULTIPLE CLASSIFIER SYSTEMS
6 7255 CASE BASED REASONING//CASE BASE MAINTENANCE//CASE RETRIEVAL
7 20007 ACTIVE LEARNING//SEMI SUPERVISED LEARNING//CO TRAINING
8 18741 CONCEPT DRIFT//DATA STREAMS//DATA STREAM CLASSIFICATION
9 23704 RESUBSTITUTION//ACTUAL ERROR RATE//MINIMUM MEAN SQUARE ESTIMATION
10 26842 LEVERAGE SCORES//RANDOMIZED LINEAR ALGEBRA//STATISTICAL LEVERAGE

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