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 …

Machine learning techniques in bankruptcy prediction: A systematic literature review

A Dasilas, A Rigani - Expert Systems with Applications, 2024 - Elsevier
The main objective of this systematic literature review is to unveil the prevailing trend of
employing cutting-edge models for bankruptcy prediction for a period spanning from 2012 to …

Systematic review of bankruptcy prediction models: Towards a framework for tool selection

HA Alaka, LO Oyedele, HA Owolabi, V Kumar… - Expert Systems with …, 2018 - Elsevier
The bankruptcy prediction research domain continues to evolve with many new different
predictive models developed using various tools. Yet many of the tools are used with the …

Bankruptcy prediction using artificial intelligence techniques: a survey

S Aly, M Alfonse, ABM Salem - Digital Transformation Technology …, 2022 - Springer
One of the most fundamental topics in finance and investment decision making is the early
prediction of credit default events, which could lead to bankruptcy and hence severe …

[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 …

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 …

Improving the bankruptcy prediction by combining some classification models

TD Quynh, TTL Phuong - 2020 12th International Conference …, 2020 - ieeexplore.ieee.org
Bankruptcy prediction problem has been a concerned topic due to its negative effects to
areas of life namely economy, society and policy. However, once this problem being solved …

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 …

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 …

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 …