Class information for:
Level 2: COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//FEATURE SELECTION//SUPPORT VECTOR MACHINE

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
3424 1                   BOOSTING//BAGGING//MULTIPLE CLASSIFIER SYSTEMS 2022
3426 1                   TWIN SUPPORT VECTOR MACHINE//SUPPORT VECTOR MACHINE//MULTIPLE KERNEL LEARNING 2021
6400 1                   CREDIT SCORING//BANKRUPTCY PREDICTION//FINANCIAL DISTRESS PREDICTION 1517
8844 1                   FEATURE SELECTION//UNSUPERVISED FEATURE SELECTION//FEATURE RANKING 1242
9379 1                   REPRODUCING KERNEL HILBERT SPACE//LEARNING THEORY//GENERALIZATION BOUNDS 1193
11783 1                   PAC LEARNING//COMPUTATIONAL LEARNING THEORY//LEHRSTUHL MATH INFORMAT 983
12248 1                   INSTANCE SELECTION//PROTOTYPE SELECTION//PROTOTYPE GENERATION 950
13023 1                   OUTLIER DETECTION//ONE CLASS CLASSIFICATION//NOVELTY DETECTION 896
13142 1                   IMBALANCED DATASETS//IMBALANCED DATA//CLASS IMBALANCE 888
17032 1                   MULTI LABEL CLASSIFICATION//MULTI LABEL LEARNING//MULTIPLE INSTANCE LEARNING 648
17756 1                   PREDICTION WITH EXPERT ADVICE//GAME THEORETIC PROBABILITY//REGRET MINIMIZATION 612
18741 1                   CONCEPT DRIFT//DATA STREAMS//DATA STREAM CLASSIFICATION 562
20007 1                   ACTIVE LEARNING//SEMI SUPERVISED LEARNING//CO TRAINING 502
20324 1                   DOMAIN ADAPTATION//TRANSFER LEARNING//MULTI TASK LEARNING 488
21583 1                   MULTI GROUP CLASSIFICATION//LINEAR STATISTICAL MODELS//MULTI CRITERIA LINEAR PROGRAMMING 437
23007 1                   MULTI CLASS CLASSIFICATION//ERROR CORRECTING OUTPUT CODES//ERROR CORRECTING OUTPUT CODES ECOC 383
26842 1                   LEVERAGE SCORES//RANDOMIZED LINEAR ALGEBRA//STATISTICAL LEVERAGE 264
26876 1                   FRAUD DETECTION//INSURANCE FRAUD//CREDIT CARD FRAUD DETECTION 263
32363 1                   LOGICAL ANALYSIS OF DATA//LOGICAL ANALYSIS OF DATA LAD//MONOTONE CLASSIFICATION 153
32799 1                   REJECT OPTION//BAYES CLASSIFIERS//CONVEX SURROGATE LOSS 147

Terms with highest relevance score


rank Category termType chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE WoSSC 690524 54% 4% 8741
2 FEATURE SELECTION authKW 375417 6% 21% 903
3 SUPPORT VECTOR MACHINE authKW 372298 8% 16% 1227
4 CREDIT SCORING authKW 316426 1% 80% 204
5 JOURNAL OF MACHINE LEARNING RESEARCH journal 297927 3% 31% 500
6 MACHINE LEARNING journal 272885 3% 33% 421
7 BOOSTING authKW 219927 2% 40% 286
8 MULTI CLASS CLASSIFICATION authKW 216275 1% 54% 205
9 CONCEPT DRIFT authKW 210204 1% 75% 144
10 MULTI LABEL CLASSIFICATION authKW 189422 1% 67% 145

Web of Science journal categories


chi_square_rank Category chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 Computer Science, Artificial Intelligence 690524 54% 4% 8741
2 Computer Science, Theory & Methods 44819 15% 1% 2412
3 Computer Science, Information Systems 39104 13% 1% 2154
4 Operations Research & Management Science 24618 9% 1% 1491
5 Engineering, Electrical & Electronic 16279 21% 0% 3324
6 Automation & Control Systems 8131 5% 1% 818
7 Statistics & Probability 6844 6% 0% 892
8 Computer Science, Interdisciplinary Applications 4750 5% 0% 850
9 Computer Science, Software Engineering 3929 4% 0% 658
10 Computer Science, Hardware & Architecture 3901 3% 1% 494

Address terms


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 COMP SCI 67320 15% 2% 2394
2 FICTITIOUS ECON DATA SCI 33749 0% 30% 57
3 SYST COMP NETWORKS 33230 0% 44% 39
4 NOVEL SOFTWARE TECHNOL 32905 0% 24% 70
5 LEHRSTUHL MATH INFORMAT 31197 0% 70% 23
6 COMP SCI TECHNOL 29293 3% 3% 510
7 COMP SCI ENGN 26849 5% 2% 743
8 COMP SCI NUMER ANAL 15137 0% 22% 35
9 COMP INFORMAT TECHNOL NORTH JEDDAH 13828 0% 44% 16
10 ZHIJIANG 13264 0% 20% 34

Journals


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 JOURNAL OF MACHINE LEARNING RESEARCH 297927 3% 31% 500
2 MACHINE LEARNING 272885 3% 33% 421
3 NEUROCOMPUTING 86657 4% 7% 678
4 PATTERN RECOGNITION 80525 3% 8% 542
5 EXPERT SYSTEMS WITH APPLICATIONS 76036 4% 6% 658
6 LECTURE NOTES IN ARTIFICIAL INTELLIGENCE 64490 5% 5% 745
7 INTELLIGENT DATA ANALYSIS 57181 1% 21% 138
8 IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS 51106 1% 15% 180
9 PATTERN RECOGNITION LETTERS 48882 2% 7% 388
10 IEEE TRANSACTIONS ON NEURAL NETWORKS 41433 2% 9% 249

Author Key Words


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass LCSH search Wikipedia search
1 FEATURE SELECTION 375417 6% 21% 903 Search FEATURE+SELECTION Search FEATURE+SELECTION
2 SUPPORT VECTOR MACHINE 372298 8% 16% 1227 Search SUPPORT+VECTOR+MACHINE Search SUPPORT+VECTOR+MACHINE
3 CREDIT SCORING 316426 1% 80% 204 Search CREDIT+SCORING Search CREDIT+SCORING
4 BOOSTING 219927 2% 40% 286 Search BOOSTING Search BOOSTING
5 MULTI CLASS CLASSIFICATION 216275 1% 54% 205 Search MULTI+CLASS+CLASSIFICATION Search MULTI+CLASS+CLASSIFICATION
6 CONCEPT DRIFT 210204 1% 75% 144 Search CONCEPT+DRIFT Search CONCEPT+DRIFT
7 MULTI LABEL CLASSIFICATION 189422 1% 67% 145 Search MULTI+LABEL+CLASSIFICATION Search MULTI+LABEL+CLASSIFICATION
8 BANKRUPTCY PREDICTION 178438 1% 83% 110 Search BANKRUPTCY+PREDICTION Search BANKRUPTCY+PREDICTION
9 CLASSIFICATION 142512 8% 6% 1250 Search CLASSIFICATION Search CLASSIFICATION
10 ENSEMBLE LEARNING 139518 1% 35% 203 Search ENSEMBLE+LEARNING Search ENSEMBLE+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.

Classes with closest relation at Level 2


rank cluster_id2 link
1 2457 FUZZY CLUSTERING//FUZZY C MEANS//CLUSTERING
2 1215 ROUGH SETS//DATA MINING//ASSOCIATION RULES
3 3312 DOPPLER SIGNAL//DOPPLER HEART SOUNDS//ERYTHEMATO SQUAMOUS DISEASES
4 472 IEEE TRANSACTIONS ON NEURAL NETWORKS//COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//EXTREME LEARNING MACHINE
5 3366 CASE BASED REASONING//TRIBOLOGY & LUBRICATION TECHNOLOGY//CASE BASE MAINTENANCE
6 1602 LASSO//BAYESIAN NETWORKS//VARIABLE SELECTION
7 85 FACE RECOGNITION//COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//ACTION RECOGNITION
8 1246 FALSE DISCOVERY RATE//GENE SELECTION//TOXICOGENOMICS
9 355 RECOMMENDER SYSTEMS//COLLABORATIVE FILTERING//INFORMATION PROCESSING & MANAGEMENT
10 3183 SLICED INVERSE REGRESSION//SUFFICIENT DIMENSION REDUCTION//CENTRAL SUBSPACE

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