Comparative Analysis of Machine Learning Models for Bankruptcy Prediction in the Context of Pakistani Companies

D Máté, H Raza, I Ahmad - Risks, 2023 - mdpi.com
This article presents a comparative analysis of machine learning models for business failure
prediction. Bankruptcy prediction is crucial in assessing financial risks and making informed …

[PDF][PDF] A survey on machine learning and statistical techniques in bankruptcy prediction

SS Devi, Y Radhika - International Journal of Machine Learning and …, 2018 - ijmlc.org
The bankruptcy prediction model (BPM) is eminently essential for financial institutions to
verify the creditworthiness of companies or management. The inability to accurately predict …

[PDF][PDF] Bankruptcy prediction using machine learning and an application to the case of the COVID-19 recession

A Narvekar, D Guha - Data Science in Finance and …, 2021 - pdfs.semanticscholar.org
Bankruptcy prediction is an important problem in finance, since successful predictions would
allow stakeholders to take early actions to limit their economic losses. In recent years many …

Machine learning in bankruptcy prediction–a review

C Clement - Journal of Public Administration, Finance and Law, 2020 - ceeol.com
There is an increasing interest in machine learning for bankruptcy prediction with more and
more researchers contributing to the literature. Although there is a considerable amount of …

Bankruptcy prediction using machine learning techniques

S Shetty, M Musa, X Brédart - Journal of Risk and Financial Management, 2022 - mdpi.com
In this study, we apply several advanced machine learning techniques including extreme
gradient boosting (XGBoost), support vector machine (SVM), and a deep neural network to …

[HTML][HTML] Survey, classification and critical analysis of the literature on corporate bankruptcy and financial distress prediction

J Zhao, J Ouenniche, J De Smedt - Machine Learning with Applications, 2024 - Elsevier
Corporate bankruptcy and financial distress prediction is a topic of interest for a variety of
stakeholders, including businesses, financial institutions, investors, regulatory bodies …

A predictive system for detection of bankruptcy using machine learning techniques

K Nagaraj, A Sridhar - arXiv preprint arXiv:1502.03601, 2015 - arxiv.org
Bankruptcy is a legal procedure that claims a person or organization as a debtor. It is
essential to ascertain the risk of bankruptcy at initial stages to prevent financial losses. In this …

Can machine learning approaches predict corporate bankruptcy? Evidence from a qualitative experimental design

S Lahmiri, S Bekiros - Quantitative Finance, 2019 - Taylor & Francis
Bankruptcy prediction has received a growing interest in corporate finance and risk
management recently. Although numerous studies in the literature have dealt with various …

Machine learning for bankruptcy prediction in the American stock market: dataset and benchmarks

G Lombardo, M Pellegrino, G Adosoglou, S Cagnoni… - Future Internet, 2022 - mdpi.com
Predicting corporate bankruptcy is one of the fundamental tasks in credit risk assessment. In
particular, since the 2007/2008 financial crisis, it has become a priority for most financial …

A bibliometric study on intelligent techniques of bankruptcy prediction for corporate firms

Y Shi, X Li - Heliyon, 2019 - cell.com
Bibliometric analysis is an effective method to carry out quantitative study of academic output
to address the research trends on a given area of investigation through analysing existing …