Impacts of crisis on SME bankruptcy prediction models' performance

M Papík, L Papíková - Expert Systems with Applications, 2023 - Elsevier
Turbulent economic situation, changes in financial reporting, swift legislative changes, or
companies' earnings management during the COVID-19 crisis might have impacted the …

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 …

Bankruptcy prediction in the post-pandemic period: A case study of Visegrad Group countries

K Valaskova, D Gajdosikova, J Belas - Oeconomia Copernicana, 2023 - ceeol.com
Research background: Effective monitoring of financial health is essential in the financial
management of enterprises. Early studies to predict corporate bankruptcy were published at …

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 …

[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 …

Corporate bankruptcy prediction: An approach towards better corporate world

TM Alam, K Shaukat, M Mushtaq, Y Ali… - The Computer …, 2021 - academic.oup.com
The area of corporate bankruptcy prediction attains high economic importance, as it affects
many stakeholders. The prediction of corporate bankruptcy has been extensively studied in …

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 …

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 …

Review of bankruptcy prediction using machine learning and deep learning techniques

Y Qu, P Quan, M Lei, Y Shi - Procedia Computer Science, 2019 - Elsevier
Bankruptcy prediction has long been a significant issue in finance and management
science, which attracts the attention of researchers and practitioners. With the great …

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 …