Class information for:
Level 1: CREDIT SCORING//BANKRUPTCY PREDICTION//BUSINESS FAILURE PREDICTION

Basic class information
ID Publications Average number
of references		 Avg. shr. active
ref. in WoS
7190 1318 34.2 39%


Bar chart of Publication_year

Last years might be incomplete

Classes in level above (level 2)


ID, lev.
above		 Publications Label for level above
396 16220 CREDIT SCORING//MACHINE LEARNING//FEATURE SELECTION

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 128 54% 13% 167
2 BANKRUPTCY PREDICTION Author keyword 77 59% 7% 87
3 BUSINESS FAILURE PREDICTION Author keyword 23 74% 1% 17
4 BUSINESS FAILURE PREDICTION BFP Author keyword 20 100% 1% 9
5 REJECT INFERENCE Author keyword 17 75% 1% 12
6 FINANCIAL DISTRESS PREDICTION Author keyword 15 47% 2% 24
7 FINANCIAL RATIOS Author keyword 10 22% 3% 39
8 FINANCIAL DISTRESS Author keyword 6 15% 3% 36
9 PROFIT SCORING Author keyword 6 100% 0% 4
10 FINANCIAL FAILURE Author keyword 5 60% 0% 6

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 128 54% 13% 167 Search CREDIT+SCORING Search CREDIT+SCORING
2 BANKRUPTCY PREDICTION 77 59% 7% 87 Search BANKRUPTCY+PREDICTION Search BANKRUPTCY+PREDICTION
3 BUSINESS FAILURE PREDICTION 23 74% 1% 17 Search BUSINESS+FAILURE+PREDICTION Search BUSINESS+FAILURE+PREDICTION
4 BUSINESS FAILURE PREDICTION BFP 20 100% 1% 9 Search BUSINESS+FAILURE+PREDICTION+BFP Search BUSINESS+FAILURE+PREDICTION+BFP
5 REJECT INFERENCE 17 75% 1% 12 Search REJECT+INFERENCE Search REJECT+INFERENCE
6 FINANCIAL DISTRESS PREDICTION 15 47% 2% 24 Search FINANCIAL+DISTRESS+PREDICTION Search FINANCIAL+DISTRESS+PREDICTION
7 FINANCIAL RATIOS 10 22% 3% 39 Search FINANCIAL+RATIOS Search FINANCIAL+RATIOS
8 FINANCIAL DISTRESS 6 15% 3% 36 Search FINANCIAL+DISTRESS Search FINANCIAL+DISTRESS
9 PROFIT SCORING 6 100% 0% 4 Search PROFIT+SCORING Search PROFIT+SCORING
10 FINANCIAL FAILURE 5 60% 0% 6 Search FINANCIAL+FAILURE Search FINANCIAL+FAILURE

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 BANKRUPTCY PREDICTION 193 62% 15% 201
2 FINANCIAL RATIOS 68 39% 10% 136
3 SCORING MODELS 37 61% 3% 40
4 BUSINESS FAILURE PREDICTION 31 67% 2% 28
5 FINANCIAL DISTRESS PREDICTION 30 68% 2% 27
6 GUARANTEE FUND 17 100% 1% 8
7 CORPORATE FAILURE 15 88% 1% 7
8 BANKRUPTCY 14 10% 10% 129
9 CORPORATE BANKRUPTCY 13 32% 3% 34
10 BUSINESS FAILURE 13 38% 2% 27

Journals

Reviews


Title Publ. year Cit. Active references % act. ref.
to same field
Bankruptcy prediction in banks and firms via statistical and intelligent techniques - A review 2007 223 61 74%
Predicting financial distress and corporate failure: A review from the state-of-the-art definitions, modeling, sampling, and featuring approaches 2014 6 112 86%
A genetic algorithm approach for SMEs bankruptcy prediction: Empirical evidence from Italy 2014 7 39 62%
A literature review on the application of evolutionary computing to credit scoring 2013 6 51 71%
Neural networks and statistical techniques: A review of applications 2009 153 70 30%
Machine Learning in Financial Crisis Prediction: A Survey 2012 10 146 84%
A survey of credit and behavioural scoring: forecasting financial risk of lending to consumers 2000 213 28 64%
A survey of business failures with an emphasis on prediction methods and industrial applications 1996 134 57 77%
SELECTING INDICATORS OF FUTURE CORPORATE BUSINESS DEVELOPMENT 2011 2 2 100%
Assessing scorecard performance: A literature review and classification 2013 1 68 81%

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 CREDIT 5 28% 1.2% 16
2 FINANCIAL ECON ACCOUNTING 1 4 75% 0.2% 3
3 CREDIT RISK MODELLING 3 60% 0.2% 3
4 QUANTITAT FINANCIAL RISK MANAGEMENT 2 67% 0.2% 2
5 PL ECON SCI 1 13% 0.8% 11
6 CAISR 1 50% 0.2% 2
7 CREDIT UNIT 1 100% 0.2% 2
8 DEXIA GRP 1 100% 0.2% 2
9 EKON SYST RIZENI 1 100% 0.2% 2
10 MANAGEMENT TOURISM 1 50% 0.2% 2

Related classes at same level (level 1)


Rank Relatedness score Related classes
1 0.0000236953 LINEAR STATISTICAL MODELS//MULTI GROUP CLASSIFICATION//CREDIT CARD PORTFOLIO MANAGEMENT
2 0.0000148530 FRAUD DETECTION//INSURANCE FRAUD//EX POST MORAL HAZARD
3 0.0000112388 CREDIT RISK//JOURNAL OF CREDIT RISK//CREDIT DEFAULT SWAPS
4 0.0000097795 INTERFIRM COMPARISONS//DATA ENVELOPED ANALYSIS//INTERFIRM COMPARISON
5 0.0000094486 FUZZY TIME SERIES//TECHNICAL ANALYSIS//TECHNICAL TRADING RULES
6 0.0000084552 CLASS IMBALANCE PROBLEM//CLASS IMBALANCE//COST SENSITIVE LEARNING
7 0.0000074357 ALKENE ACYLATIONS//ANYWHERE ANYTIME//BROAD BAND ABSORBANCE DETECTION
8 0.0000073885 CUSTOMER LIFETIME VALUE//CUSTOMER RELATIONSHIP MANAGEMENT//CHURN PREDICTION
9 0.0000065322 RULE EXTRACTION//RULE EXTRACTION FROM NEURAL NETWORKS//KNOWLEDGE INSERTION
10 0.0000055462 PAPER CAPILLARY PERMEATION ADSORPTION//SEPARATABILITY//APRC