Class information for:
Level 2: CREDIT SCORING//MACHINE LEARNING//FEATURE SELECTION

Basic class information
ID Publications Average number
of references		 Avg. shr. active
ref. in WoS
396 16220 29.6 40%


Bar chart of Publication_year

Last years might be incomplete

Classes in level above (level 3)


ID, lev.
above		 Publications Label for level above
55 89665 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//FUZZY SETS AND SYSTEMS//INTERNATIONAL JOURNAL OF APPROXIMATE REASONING

Classes in level below (level 1)


ID, lev. below Publications Label for level below
2550 2141 GENE SELECTION//FEATURE SELECTION//CANCER CLASSIFICATION
2931 2034 BOOSTING//BAGGING//ENSEMBLE PRUNING
3130 1976 TWIN SUPPORT VECTOR MACHINE//TWIN SUPPORT VECTOR MACHINES//MULTIPLE KERNEL LEARNING
7190 1318 CREDIT SCORING//BANKRUPTCY PREDICTION//BUSINESS FAILURE PREDICTION
8767 1150 INDUCTIVE LOGIC PROGRAMMING//SUBGROUP DISCOVERY//STATISTICAL RELATIONAL LEARNING
11661 900 PROTOTYPE SELECTION//INSTANCE SELECTION//PROTOTYPE REDUCTION SCHEMES PRS
12096 868 NUMERICAL ATTRIBUTES//FUZZY DECISION TREES//CASCADE GENERALIZATION
12282 853 MULTI LABEL CLASSIFICATION//IMAGE ANNOTATION//MULTIPLE INSTANCE LEARNING
14200 720 OUTLIER DETECTION//NOVELTY DETECTION//ONE CLASS CLASSIFICATION
16431 589 CLASS IMBALANCE PROBLEM//CLASS IMBALANCE//COST SENSITIVE LEARNING
19406 443 CONCEPT DRIFT//VERY FAST DECISION TREE//DATA STREAMS
20159 410 RULE EXTRACTION//RULE EXTRACTION FROM NEURAL NETWORKS//KNOWLEDGE INSERTION
20199 409 SQUARED LOSS MUTUAL INFORMATION//DENSITY RATIO ESTIMATION//DISAGREEMENT COEFFICIENT
20476 397 SURVIVAL TREES//RECURSIVE PARTITIONING//PRIM
20622 391 LINEAR STATISTICAL MODELS//MULTI GROUP CLASSIFICATION//CREDIT CARD PORTFOLIO MANAGEMENT
21138 372 ERYTHEMATO SQUAMOUS//ERYTHEMATO SQUAMOUS DISEASES//FUZZY WEIGHTED PRE PROCESSING
23053 304 MISSING VALUE IMPUTATION//MISSING VALUE ESTIMATION//COMPUTAT MATH BIOL
23760 281 TRANSFER LEARNING//MULTITASK LEARNING//DOMAIN ADAPTATION
23898 277 FRAUD DETECTION//INSURANCE FRAUD//EX POST MORAL HAZARD
29416 153 CANTABRIAN BASIN AUTHOR//STATISTICAL LEARNING TECHNIQUES//TWO SCALE DISCRETIZATION
31671 120 MOBILE DECISION SUPPORT//ANESTHESIA SERV MED GRP//COMPUTER BASED PREDICTION
32029 114 BRAIN OPERAT DEVICE//MIN MAX MODULAR NEURAL NETWORK//NETWORK COMMITTEE

Terms with highest relevance score


Rank Term Type of term Relevance score
(tfidf)		 Class's shr.
of term's tot.
occurrences		 Shr. of publ.
in class containing
term		 Num. of
publ. in
class
1 CREDIT SCORING Author keyword 159 58% 1% 182
2 MACHINE LEARNING Journal 149 33% 2% 374
3 FEATURE SELECTION Author keyword 143 15% 5% 854
4 INDUCTIVE LOGIC PROGRAMMING Author keyword 98 51% 1% 139
5 BANKRUPTCY PREDICTION Author keyword 92 63% 1% 93
6 SUPPORT VECTOR MACHINES Author keyword 85 14% 4% 579
7 GENE SELECTION Author keyword 84 46% 1% 135
8 BOOSTING Author keyword 74 26% 2% 246
9 ENSEMBLE LEARNING Author keyword 63 30% 1% 177
10 JOURNAL OF MACHINE LEARNING RESEARCH Journal 61 21% 2% 258

Web of Science journal categories

Author Key Words


Rank Web of Science journal category Relevance score
(tfidf)		 Class's shr.
of term's tot.
occurrences		 Shr. of publ.
in class containing
term		 Num. of
publ. in
class		 LCSH search Wikipedia search
1 CREDIT SCORING 159 58% 1% 182 Search CREDIT+SCORING Search CREDIT+SCORING
2 FEATURE SELECTION 143 15% 5% 854 Search FEATURE+SELECTION Search FEATURE+SELECTION
3 INDUCTIVE LOGIC PROGRAMMING 98 51% 1% 139 Search INDUCTIVE+LOGIC+PROGRAMMING Search INDUCTIVE+LOGIC+PROGRAMMING
4 BANKRUPTCY PREDICTION 92 63% 1% 93 Search BANKRUPTCY+PREDICTION Search BANKRUPTCY+PREDICTION
5 SUPPORT VECTOR MACHINES 85 14% 4% 579 Search SUPPORT+VECTOR+MACHINES Search SUPPORT+VECTOR+MACHINES
6 GENE SELECTION 84 46% 1% 135 Search GENE+SELECTION Search GENE+SELECTION
7 BOOSTING 74 26% 2% 246 Search BOOSTING Search BOOSTING
8 ENSEMBLE LEARNING 63 30% 1% 177 Search ENSEMBLE+LEARNING Search ENSEMBLE+LEARNING
9 BAGGING 57 30% 1% 163 Search BAGGING Search BAGGING
10 CONCEPT DRIFT 51 39% 1% 102 Search CONCEPT+DRIFT Search CONCEPT+DRIFT

Key Words Plus


Rank Web of Science journal category Relevance score
(tfidf)		 Class's shr.
of term's tot.
occurrences		 Shr. of publ.
in class containing
term		 Num. of
publ. in
class
1 CLASSIFIERS 257 27% 5% 817
2 BANKRUPTCY PREDICTION 211 64% 1% 208
3 SUPPORT VECTOR MACHINES 131 13% 6% 907
4 LEARNING ALGORITHMS 126 38% 2% 262
5 FEATURE SUBSET SELECTION 121 46% 1% 195
6 CANCER CLASSIFICATION 101 51% 1% 141
7 FINANCIAL RATIOS 75 41% 1% 142
8 TUMOR CLASSIFICATION 69 47% 1% 108
9 DECISION TREES 66 29% 1% 188
10 FEATURE SELECTION 64 16% 2% 375

Journals


Rank Web of Science journal category Relevance score
(tfidf)		 Class's shr.
of term's tot.
occurrences		 Shr. of publ.
in class containing
term		 Num. of
publ. in
class
1 MACHINE LEARNING 149 33% 2% 374
2 JOURNAL OF MACHINE LEARNING RESEARCH 61 21% 2% 258
3 INTELLIGENT DATA ANALYSIS 41 27% 1% 130
4 DATA MINING AND KNOWLEDGE DISCOVERY 26 21% 1% 108
5 KNOWLEDGE AND INFORMATION SYSTEMS 19 14% 1% 125
6 IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS 13 13% 1% 96
7 APPLIED INTELLIGENCE 11 10% 1% 106
8 PATTERN ANALYSIS AND APPLICATIONS 11 13% 0% 78
9 NEURAL PROCESSING LETTERS 9 10% 1% 85
10 INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS 7 16% 0% 44

Reviews


Title Publ. year Cit. Active
references		 % act. ref.
to same field
A tutorial on support vector regression 2004 1445 20 70%
Learning from Imbalanced Data 2009 450 37 78%
A Review on Multi-Label Learning Algorithms 2014 24 29 86%
Ensemble-based classifiers 2010 190 56 82%
Anomaly Detection: A Survey 2009 483 79 47%
A Review on Ensembles for the Class Imbalance Problem: Bagging-, Boosting-, and Hybrid-Based Approaches 2012 81 63 79%
A review of feature selection techniques in bioinformatics 2007 791 98 41%
Wrappers for feature subset selection 1997 2164 17 59%
Novelty detection: a review - part 1: statistical approaches 2003 388 14 71%
Bankruptcy prediction in banks and firms via statistical and intelligent techniques - A review 2007 223 61 80%

Address terms


Rank Address term Relevance score
(tfidf)		 Class's shr.
of term's tot.
occurrences		 Shr. of publ.
in class containing
term		 Num. of
publ. in
class
1 NOVEL SOFTWARE TECHNOL 24 30% 0.4% 67
2 SYST COMP NETWORKS 20 50% 0.2% 29
3 FICTITIOUS ECON DATA SCI 18 32% 0.3% 47
4 CANTABRIAN BASIN AUTHOR 13 71% 0.1% 10
5 CHAIR SYST COMP NETWORKS 10 40% 0.1% 20
6 LIACC 10 24% 0.2% 36
7 ADV INFORMAT SCI NETWORK TECHNOL BEIJIN 9 83% 0.0% 5
8 BIOINFORMAT GENOM SYST ENGN 9 83% 0.0% 5
9 KNOWLEDGE TECHNOL 9 25% 0.2% 30
10 EDUC SOFTWARE DEV 8 44% 0.1% 14

Related classes at same level (level 2)


Rank Relatedness score Related classes
1 0.0000023389 FUZZY CLUSTERING//CLUSTER VALIDITY//SUBSPACE CLUSTERING
2 0.0000020331 ROUGH SETS//ROUGH SET//FORMAL CONCEPT ANALYSIS
3 0.0000018438 ASSOCIATION RULES//SEQUENTIAL PATTERNS//UTILITY MINING
4 0.0000017498 FACE RECOGNITION//BIOMETRICS//BIOMETR ENGN
5 0.0000014805 BICLUSTERING//PROGRAM TRANSLAT IMMUNOVIROL BIODEF//MAYO VACCINE GRP
6 0.0000013943 CONTENT BASED IMAGE RETRIEVAL//RELEVANCE FEEDBACK//IMAGE RETRIEVAL
7 0.0000013875 BAYESIAN NETWORKS//FUZZY COGNITIVE MAPS//CONDITIONAL INDEPENDENCE
8 0.0000013749 NEURAL NETWORKS//IEEE TRANSACTIONS ON NEURAL NETWORKS//EXTREME LEARNING MACHINE
9 0.0000012766 FUZZY TIME SERIES//JOURNAL OF GREY SYSTEM//INTERNATIONAL JOURNAL OF FORECASTING
10 0.0000012584 ARTIFICIAL ADAPTIVE SYSTEMS//THEORY MED//NEURAL NETWORKS COMPUTER