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Undersampling bankruptcy prediction: Taiwan bankruptcy data. [PDF]
PLoS ONE, 2021 Machine learning models have increasingly been used in bankruptcy prediction. However, the observed historical data of bankrupt companies are often affected by data imbalance, which causes incorrect prediction, resulting in substantial economic losses ...
Haoming Wang, Xiangdong Liu
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ENSEMBLE MODEL - BASED BANKRUPTCY PREDICTION [PDF]
ICTACT Journal on Soft Computing, 2023 Bankruptcy prediction is a crucial task in the determination of an organization’s economic condition, that is, whether it can meet its financial obligations or not.
J. Arumugam +2 more
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A comprehensive survey of imbalanced learning methods for bankruptcy prediction
IET Communications, 2022 In practical datasets used for supervised learning, the uneven distribution of the amounts of data between classes is known as the class imbalance problem, and can reduce the performance of basic classifiers. The class imbalance problem arises in various
Tuong Le
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Impact of earnings management on bankruptcy prediction [PDF]
SHS Web of Conferences, 2021 Research background: Managers of the companies intentionally manipulate business earnings to achieve the required status of the company. Earnings management is a legal and widely preferred phenomenon of business finance that financial managers use to ...
Kovacova Maria +2 more
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Bankruptcy prediction using synthetic sampling
Machine Learning with Applications, 2022 The prediction of corporate bankruptcy has been widely studied. However, low bankruptcy rates lead to highly imbalanced bankruptcy class distributions, increasing the difficulty of accurately predicting a firm’s bankruptcy.
John Garcia
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Financial Distress and Bankruptcy Prediction in Conditions of Slovak Republic [PDF]
SHS Web of Conferences, 2021 Research background: Prediction of bankruptcy has an important place in financial analysis of an organization in the globalized economy. Ever since the first publication of a paper on bankruptcy prediction in 1932, the field of bankruptcy prediction was ...
Rebetak Filip, Bartosova Viera
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Applying a probabilistic neural network to hotel bankruptcy prediction [PDF]
Tourism & Management Studies, 2016 Using a probabilistic neural network and a set of financial and nonfinancial variables, this study seeks to improve the ability of the existing bankruptcy prediction models in the hotel industry.
Manuel Ángel Fernández-Gámez +2 more
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Investigate the effect of real earnings management on bankruptcy predication models [PDF]
مطالعات تجربی حسابداری مالی, 2018 In recent years, some managers have been smoothing income with real activities and accrual items in companies. They have been effecting on reported profits by utilization of earnings management instruments.
Nezamoddin Rahimian +2 more
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BANKRUPTCY PREDICTION MODEL WITH ZETAc OPTIMAL CUT-OFF SCORE TO CORRECT TYPE I ERRORS
Gadjah Mada International Journal of Business, 2005 This research examines financial ratios that distinguish between bankrupt and non-bankrupt companies and make use of those distinguishing ratios to build a one-year prior to bankruptcy prediction model.
Mohamad Iwan
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Journal of Business Economics and Management, 2017 In our study, we focused on the assessment of four bankruptcy prediction models, to figure out which model is most appropriate in the conditions of the Slovak business environment.
Beata Gavurova +3 more
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