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International Journal of Forecasting, ISSN 0169-2070, 01/2012, Volume 28, Issue 1, pp. 161 - 170
The introduction of the Basel II Accord has had a huge impact on financial institutions, allowing them to build credit risk models for three key risk... 
LGD | Credit risk | Data mining | Basel II | Prediction | MANAGEMENT | RULE EXTRACTION | ECONOMICS | STATISTICAL COMPARISONS | CLASSIFIERS | Benchmarks | Algorithms
Journal Article
Computers in Industry, ISSN 0166-3615, 01/2013, Volume 64, Issue 1, pp. 57 - 67
► We demonstrate the applicability of process mining techniques to profoundly expose organizational inefficiencies. ► A methodological framework for applying... 
Real-life application | Event log analysis | Financial services industry | Process Mining | COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS | PROCESS MODELS
Journal Article
Decision Support Systems, ISSN 0167-9236, 04/2018, Volume 108, p. 13
This study predicts tax avoidance by means of social network analytics. We extend previous literature by being the first to build a predictive model including... 
Studies | Regulatory agencies | Statistical analysis | Tax avoidance | Social networks | Probability distribution | Mathematical models | Regression analysis | Decision trees | Decision analysis | Analytics | Avoidance
Journal Article
European Journal of Operational Research, ISSN 0377-2217, 10/2014, Volume 238, Issue 2, p. 505
  This paper presents a new approach for consumer credit scoring, by tailoring a profit-based classification performance measure to credit risk modeling. This... 
Studies | Operations research | Risk assessment | Measurement techniques | Classification | Credit risk | Credit scoring
Journal Article
Expert Systems with Applications, ISSN 0957-4174, 11/2017, Volume 85, p. 204
Social network analytics methods are being used in the telecommunication industry to predict customer churn with great success. In particular it has been shown... 
Datasets | Telecommunications industry | Computer architecture | Performance prediction | Social networks | Mathematical models | Statistical inference | Expert systems | Analytics
Journal Article
Decision Support Systems, ISSN 0167-9236, 07/2014, Volume 63, pp. 104 - 114
Journal Article
Decision Support Systems, ISSN 0167-9236, 02/2013, Volume 54, Issue 3, p. 1357
  Process mining researchers have primarily focused on developing and improving process discovery techniques, while attention for the applicability of process... 
Studies | Compliance | Data mining | Risk management | Vocabularies & taxonomies
Journal Article
Decision Support Systems, ISSN 0167-9236, 02/2013, Volume 54, Issue 3, pp. 1357 - 1369
Process mining researchers have primarily focused on developing and improving process discovery techniques, while attention for the applicability of process... 
Journal Article
Applied Soft Computing Journal, ISSN 1568-4946, 01/2019, Volume 74, pp. 26 - 39
Credit scoring is without a doubt one of the oldest applications of analytics. In recent years, a multitude of sophisticated classification techniques have... 
Profit measure | Mobile phone data | Social network analysis | Credit scoring | Decision support | COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS | INFORMATION | RISK | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | ART CLASSIFICATION ALGORITHMS | PREDICTION
Journal Article
Big data, 06/2017, Volume 5, Issue 2, pp. 69 - 70
Journal Article
Big data, 03/2017, Volume 5, Issue 1, pp. 3 - 4
Journal Article
Computers in Industry, ISSN 0166-3615, 05/2013, Volume 64, Issue 4, p. 464
  Process mining techniques and tools perfectly complement the existing set of enterprise risk management approaches. Enterprise risk management aims at... 
Studies | Enterprise risk management | Insurance claims | Data mining | Information systems
Journal Article
Decision Support Systems, ISSN 0167-9236, 04/2018, Volume 108, pp. 13 - 24
This study predicts tax avoidance by means of social network analytics. We extend previous literature by being the first to build a predictive model including... 
social ties | board interlocks | social network analytics | predictive analytics | tax avoidance | tax planning | Board interlocks | Tax avoidance | Tax planning | Predictive analytics | Social network analytics | Social ties | Tax evasion | Tax rates
Journal Article
Applied Soft Computing, ISSN 1568-4946, 10/2015, Volume 35, pp. 740 - 748
Churn prediction is an important application of classification models that identify those customers most likely to attrite based on their respective... 
Support vector machines | Customer retention | Feature selection | Churn prediction | Data mining | Maximum profit | COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS | WRAPPER | CLASSIFICATION | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | Customer loyalty | Customer relations
Journal Article
Decision Support Systems, ISSN 0167-9236, 07/2014, Volume 63, p. 104
  The goal of this paper is to identify a new way to predict whether a specific person believes buying online is appropriate for a specific product. By... 
Studies | Technology adoption | Consumer behavior | Social networks | Electronic commerce | Knowledge
Journal Article
Economics letters, ISSN 0165-1765, 06/2013, Volume 119, Issue 3, pp. 280 - 283
In the aftermath of the financial crisis, this study investigates which underlying determinants cause bank rating transitions. We develop survival analysis... 
Journal Article
Economics Letters, ISSN 0165-1765, 06/2013, Volume 119, Issue 3, p. 280
  In the aftermath of the financial crisis, this study investigates which underlying determinants cause bank rating transitions. We develop survival analysis... 
Studies | Economic models | Bank ratings | Financial institutions | Macroeconomics | Economic crisis
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