Class information for:
Level 1: CREDIT SCORING//BANKRUPTCY PREDICTION//CREDIT RISK

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
4761 1731 34.2 40%


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
1 4 ECONOMICS//EDUCATION & EDUCATIONAL RESEARCH//PSYCHOL 3876184
17 3       BUSINESS//BUSINESS, FINANCE//MANAGEMENT 121089
40 2             BUSINESS, FINANCE//CORPORATE GOVERNANCE//JOURNAL OF BANKING & FINANCE 31296
4761 1                   CREDIT SCORING//BANKRUPTCY PREDICTION//CREDIT RISK 1731

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 CREDIT SCORING authKW 2470450 11% 75% 186
2 BANKRUPTCY PREDICTION authKW 1343407 6% 79% 96
3 CREDIT RISK authKW 753317 10% 26% 166
4 FINANCIAL DISTRESS PREDICTION authKW 424002 1% 96% 25
5 JOURNAL OF RISK MODEL VALIDATION journal 324639 3% 39% 47
6 LOSS GIVEN DEFAULT authKW 299015 2% 63% 27
7 BUSINESS FAILURE PREDICTION authKW 268288 1% 89% 17
8 PROBABILITY OF DEFAULT authKW 233764 2% 49% 27
9 FINANCIAL RATIOS authKW 219471 2% 34% 37
10 REJECT INFERENCE authKW 195379 1% 92% 12

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 Operations Research & Management Science 39351 34% 0% 592
2 Business, Finance 38622 22% 1% 386
3 Computer Science, Artificial Intelligence 19335 28% 0% 481
4 Management 8123 15% 0% 263
5 Economics 8013 24% 0% 410
6 Engineering, Electrical & Electronic 882 15% 0% 267
7 Business 857 4% 0% 76
8 Statistics & Probability 627 5% 0% 89
9 Social Sciences, Mathematical Methods 591 2% 0% 42
10 Mathematics, Interdisciplinary Applications 539 4% 0% 77

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 CREDIT 102676 1% 31% 19
2 CREDIT RISK MODELLING 56442 0% 80% 4
3 QUANTITAT FINANCIAL RISK MANAGEMENT 52916 0% 100% 3
4 ACCOUNTING BUSINESS FINANCE 39685 0% 75% 3
5 SALOMON 39679 0% 38% 6
6 CREDIT UNIT 35277 0% 100% 2
7 DEXIA GRP 35277 0% 100% 2
8 ENTERPRISE ST S TESTING 35277 0% 100% 2
9 GRP CREDIT RISK 35277 0% 100% 2
10 GRP INVEST FINANZAS SISTEMAS INFORMAC GEST FYSI 35277 0% 100% 2

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 JOURNAL OF RISK MODEL VALIDATION 324639 3% 39% 47
2 JOURNAL OF CREDIT RISK 125944 2% 24% 30
3 EXPERT SYSTEMS WITH APPLICATIONS 95425 14% 2% 239
4 JOURNAL OF BANKING & FINANCE 52102 7% 3% 114
5 JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY 28722 5% 2% 89
6 ECONOMIA CHILENA 11162 0% 8% 8
7 EUROPEAN JOURNAL OF OPERATIONAL RESEARCH 10488 5% 1% 94
8 DECISION SUPPORT SYSTEMS 9691 2% 1% 38
9 KNOWLEDGE-BASED SYSTEMS 7757 2% 1% 35
10 JOURNAL OF RISK 6399 0% 5% 8

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 CREDIT SCORING 2470450 11% 75% 186 Search CREDIT+SCORING Search CREDIT+SCORING
2 BANKRUPTCY PREDICTION 1343407 6% 79% 96 Search BANKRUPTCY+PREDICTION Search BANKRUPTCY+PREDICTION
3 CREDIT RISK 753317 10% 26% 166 Search CREDIT+RISK Search CREDIT+RISK
4 FINANCIAL DISTRESS PREDICTION 424002 1% 96% 25 Search FINANCIAL+DISTRESS+PREDICTION Search FINANCIAL+DISTRESS+PREDICTION
5 LOSS GIVEN DEFAULT 299015 2% 63% 27 Search LOSS+GIVEN+DEFAULT Search LOSS+GIVEN+DEFAULT
6 BUSINESS FAILURE PREDICTION 268288 1% 89% 17 Search BUSINESS+FAILURE+PREDICTION Search BUSINESS+FAILURE+PREDICTION
7 PROBABILITY OF DEFAULT 233764 2% 49% 27 Search PROBABILITY+OF+DEFAULT Search PROBABILITY+OF+DEFAULT
8 FINANCIAL RATIOS 219471 2% 34% 37 Search FINANCIAL+RATIOS Search FINANCIAL+RATIOS
9 REJECT INFERENCE 195379 1% 92% 12 Search REJECT+INFERENCE Search REJECT+INFERENCE
10 FINANCIAL DISTRESS 173319 3% 22% 45 Search FINANCIAL+DISTRESS Search FINANCIAL+DISTRESS

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 LIN, WY , HU, YH , TSAI, CF , (2012) MACHINE LEARNING IN FINANCIAL CRISIS PREDICTION: A SURVEY.IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS. VOL. 42. ISSUE 4. P. 421-436 126 86% 25
2 SUN, J , LI, H , HUANG, QH , HE, KY , (2014) PREDICTING FINANCIAL DISTRESS AND CORPORATE FAILURE: A REVIEW FROM THE STATE-OF-THE-ART DEFINITIONS, MODELING, SAMPLING, AND FEATURING APPROACHES.KNOWLEDGE-BASED SYSTEMS. VOL. 57. ISSUE . P. 41 -56 99 88% 20
3 GARCIA, V , MARQUES, AI , SANCHEZ, JS , (2015) AN INSIGHT INTO THE EXPERIMENTAL DESIGN FOR CREDIT RISK AND CORPORATE BANKRUPTCY PREDICTION SYSTEMS.JOURNAL OF INTELLIGENT INFORMATION SYSTEMS. VOL. 44. ISSUE 1. P. 159 -189 97 82% 5
4 GORZALCZANY, MB , RUDZINSKI, F , (2016) A MULTI-OBJECTIVE GENETIC OPTIMIZATION FOR FAST, FUZZY RULE-BASED CREDIT CLASSIFICATION WITH BALANCED ACCURACY AND INTERPRETABILITY.APPLIED SOFT COMPUTING. VOL. 40. ISSUE . P. 206 -220 57 83% 4
5 LESSMANN, S , BAESENS, B , SEOW, HV , THOMAS, LC , (2015) BENCHMARKING STATE-OF-THE-ART CLASSIFICATION ALGORITHMS FOR CREDIT SCORING: AN UPDATE OF RESEARCH.EUROPEAN JOURNAL OF OPERATIONAL RESEARCH. VOL. 247. ISSUE 1. P. 124 -136 57 69% 13
6 KIRKOS, E , (2015) ASSESSING METHODOLOGIES FOR INTELLIGENT BANKRUPTCY PREDICTION.ARTIFICIAL INTELLIGENCE REVIEW. VOL. 43. ISSUE 1. P. 83 -123 49 92% 1
7 MARTIN, N , (2013) ASSESSING SCORECARD PERFORMANCE: A LITERATURE REVIEW AND CLASSIFICATION.EXPERT SYSTEMS WITH APPLICATIONS. VOL. 40. ISSUE 16. P. 6340-6350 56 82% 2
8 AKKOC, S , (2012) AN EMPIRICAL COMPARISON OF CONVENTIONAL TECHNIQUES, NEURAL NETWORKS AND THE THREE STAGE HYBRID ADAPTIVE NEURO FUZZY INFERENCE SYSTEM (ANFIS) MODEL FOR CREDIT SCORING ANALYSIS: THE CASE OF TURKISH CREDIT CARD DATA.EUROPEAN JOURNAL OF OPERATIONAL RESEARCH. VOL. 222. ISSUE 1. P. 168 -178 47 90% 25
9 KUMAR, PR , RAVI, V , (2007) BANKRUPTCY PREDICTION IN BANKS AND FIRMS VIA STATISTICAL AND INTELLIGENT TECHNIQUES - A REVIEW.EUROPEAN JOURNAL OF OPERATIONAL RESEARCH. VOL. 180. ISSUE 1. P. 1 -28 47 72% 270
10 DO PRADO, JW , ALCANTARA, VD , CARVALHO, FD , VIEIRA, KC , MACHADO, LKC , TONELLI, DF , (2016) MULTIVARIATE ANALYSIS OF CREDIT RISK AND BANKRUPTCY RESEARCH DATA: A BIBLIOMETRIC STUDY INVOLVING DIFFERENT KNOWLEDGE FIELDS (1968-2014).SCIENTOMETRICS. VOL. 106. ISSUE 3. P. 1007 -1029 46 74% 1

Classes with closest relation at Level 1


Rank Class id link
1 23042 CREDIT RATING AGENCIES//CREDIT RATINGS//RATING AGENCIES
2 22684 MULTI GROUP CLASSIFICATION//LINEAR STATISTICAL MODELS//CREDIT CARD PORTFOLIO MANAGEMENT
3 8208 CREDIT DEFAULT SWAPS//CREDIT RISK//CREDIT SPREADS
4 23763 FRAUD DETECTION//INSURANCE FRAUD//CREDIT CARD FRAUD DETECTION
5 6142 FUZZY TIME SERIES//FUZZY FORECASTING//STOCK FORECASTING
6 15239 IMBALANCED DATASETS//IMBALANCED DATA//CLASS IMBALANCE
7 35937 CROWDFUNDING//PEER TO PEER LENDING//CROWDFUNDING PERFORMANCE
8 9382 CUSTOMER RELATIONSHIP MANAGEMENT//CUSTOMER LIFETIME VALUE//LOYALTY PROGRAMS
9 29350 GREAT EAGLE 25F//MOBILE CONTROL AND MONITORING//PROACTIVE TASK SUPPORT
10 21323 RULE EXTRACTION//KNOWLEDGE INSERTION//RULE EXTRACTION FROM NEURAL NETWORKS

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