Infusing domain knowledge in ai-based" black box" models for better explainability with application in bankruptcy prediction

SR Islam, W Eberle, S Bundy, SK Ghafoor - arXiv preprint arXiv …, 2019 - arxiv.org
Although" black box" models such as Artificial Neural Networks, Support Vector Machines,
and Ensemble Approaches continue to show superior performance in many disciplines, their …

Investigating bankruptcy prediction models in the presence of extreme class imbalance and multiple stages of economy

SR Islam, W Eberle, SK Ghafoor, SC Bundy… - arXiv preprint arXiv …, 2019 - arxiv.org
In the area of credit risk analytics, current Bankruptcy Prediction Models (BPMs) struggle
with (a) the availability of comprehensive and real-world data sets and (b) the presence of …

[PDF][PDF] Links between scores, real default and pricing: Evidence from the Freddie Mac's loan-level dataset

MR Sousa, J Gama, E Brandão - Journal of Economics, Business and …, 2015 - joebm.com
Evidence from the Freddie Mac's single loan-level dataset, first published in March 2013,
shows that existing scores are effective to order individuals by risk, but they are not prepared …

Investment performance of credit risk transfer securities (crts): The early evidence

C Gao, JJ McConnell - The Journal of Fixed Income, 2018 - search.proquest.com
Credit risk transfer (CRT) securities were introduced by Fannie Mae and Freddie Mac in
2013. As of the end of 2017, in combination, the two government sponsored housing …

Corporate raiders at the gates of Germany? Value drivers in buyout transactions

F Söffge, R Braun - The Journal of Private Equity, 2017 - JSTOR
In this article, the German-speaking countries in Europe (DACH) are treated as a distinct
economic region. We analyze a proprietary sample of deal level data for 123 leveraged …

[PDF][PDF] Stress-testing the return on lending under real extreme adverse circumstances

M Sousa, J Gama, E BrandÃO - European Financial Management …, 2015 - academia.edu
This paper presents renewed empirical credit risk measures using the Freddie Mac's single
family mortgage loan-level dataset, released in 2013. In the aftermath of the last global …

Domain Knowledge-Aided Explainable Artificial Intelligence

SR Islam, W Eberle - Explainable Artificial Intelligence for Cyber Security …, 2022 - Springer
The lack of human-friendly explanations from Artificial Intelligence (AI)—based decisions is
a major concern for high stake applications. Towards mitigating the concern, Explainable AI …

Towards a dynamic model for credit risk.

MC da Rocha Sousa - 2016 - search.proquest.com
This thesis addresses the problem of credit risk assessment under changing conditions in
financial environments. There are a number of serious challenges in this area that have not …

Credit Risk Transfers: Investor and GSE Perspectives

S Anderson, J Jozwik - The Journal of Structured Finance, 2014 - jsf.pm-research.com
In 2013, the government-sponsored enterprises (GSEs) began issuing credit risk transfer
(CRT) transactions in order to transfer some of the credit risk on the mortgages they were …