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] Bankruptcy prediction using machine learning

N Wang - Journal of Mathematical Finance, 2017 - scirp.org
With improved machine learning models, studies on bankruptcy prediction show improved
accuracy. This paper proposes three relatively newly-developed methods for predicting …

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 …

[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 …

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 …

Data analytic approach for bankruptcy prediction

H Son, C Hyun, D Phan, HJ Hwang - Expert Systems with Applications, 2019 - Elsevier
Bankruptcy prediction problem has been intensively studied over the past decades. From
traditional statistical models to state of the art machine learning models, various predictive …

An overview of bankruptcy prediction models for corporate firms: A systematic literature review

Y Shi, X Li - Intangible Capital, 2019 - upcommons.upc.edu
Purpose: The aim of this paper is to conduct a literature review of corporate bankruptcy
prediction models, on the basis of the existing international academic literature in the …

[PDF][PDF] Bankruptcy prediction model using neural networks

X Brédart - Accounting and Finance Research, 2014 - academia.edu
Belgium has faced an important number of corporate bankruptcies during the last decade.
The aim of this paper is to develop a model that predicts bankruptcy using three financial …

Machine learning models and bankruptcy prediction

F Barboza, H Kimura, E Altman - Expert Systems with Applications, 2017 - Elsevier
There has been intensive research from academics and practitioners regarding models for
predicting bankruptcy and default events, for credit risk management. Seminal academic …