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Feature Selection in Bankruptcy Prediction

Knowledge-Based Systems, 2009
For many corporations, assessing the credit of investment targets and the possibility of bankruptcy is a vital issue before investment. Data mining and machine learning techniques have been applied to solve the bankruptcy prediction and credit scoring problems.
Chih-Fong Tsai
exaly   +2 more sources

An Ants Algorithm for Bankruptcy Prediction

2005 ICSC Congress on Computational Intelligence Methods and Applications, 2006
We propose a new ants algorithm (AA) for predicting bankruptcy of firms. Inspired by an AA for solving the travelling salesman problem, we present the choices made in order to transform it into the AA for bankruptcy prediction. We sketch the experimental set-up of our simulations and the origin of the data sets used.
Milea, Viorel, van den Berg, J (Jan)
openaire   +2 more sources

Investment opportunities and bankruptcy prediction

Journal of Financial Markets, 2007
Abstract A firm's mix of growth options and assets in place is an important determinant of its optimal default strategy. Our simple model shows that shareholders of a firm with valuable investment opportunities would be able/willing to wait longer before defaulting on their contractual debt obligations than shareholders of an otherwise identical firm
Evgeny Lyandres, Alexei Zhdanov
openaire   +1 more source

Bankruptcy Prediction with Industry Effects

Review of Finance, 2001
Abstract This paper investigates the forecasting accuracy of bankruptcy hazard rate models for U.S. companies over the time period 1962–1999 using both yearly and monthly observation intervals. The contribution of this paper is multiple-fold.
Sudheer Chava, Robert A. Jarrow
openaire   +1 more source

Predicting bankruptcy via induction

Journal of Information Technology, 1995
Research has consistently shown that auditors disclose going-concern problems for less than 50% of all business failures. As evidenced by widespread litigation, investors and creditors believe that this performance needs to be improved. This paper reports on research which analysed financial data for 60 public companies via an inductive inferencing ...
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Predicting Business Bankruptcy

International Journal of Social and Organizational Dynamics in IT, 2016
Managers, investors, financial institutions and government agencies have a major concern on forecasting enterprise bankruptcy. It enables the sustainability assessment of critical suppliers and clients, as well as competitors and the business environment.
Rui Sarmento   +2 more
openaire   +2 more sources

Symptoms of Bankruptcy and Prediction Models of Bankruptcy Risk [PDF]

open access: possibleAnale. Seria Stiinte Economice. Timisoara, 2013
This paper makes a brief literature review on symptoms of bankruptcy and prediction models of bankruptcy risk. When it comes to bankruptcy we must start from the symptoms that lead to the financial failure of a company. Financial failure or bankruptcy of a company is an event that may cause losses to banks, suppliers, shareholders and the wider ...
CIOTINA Daniela, CIOTINA Ioan Marius
openaire  

Ensemble With Neural Networks for Bankruptcy Prediction

Expert Systems With Applications, 2010
In a bankruptcy prediction model, the accuracy is one of crucial performance measures due to its significant economic impact. Ensemble is one of widely used methods for improving the performance of classification and prediction models. Two popular ensemble methods, Bagging and Boosting, have been applied with great success to various machine learning ...
Dae-Ki Kang
exaly   +2 more sources

Predicting Bankruptcy Resolution

Journal of Business Finance & Accounting, 2002
This study examines classification and prediction of the bankruptcy resolution event. Filing of bankruptcy is resolved through one of three alternative resolutions: acquisition, emergence or liquidation. Predicting the final bankruptcy resolution has not been examined in the prior accounting and finance literature.
Ran Barniv, Anurag Agarwal, Robert Leach
openaire   +1 more source

Bankruptcy prediction models

2023
Η παρούσα εργασία στοχεύει να εξετάσει και να αναλύσει τα παρακάτω: εάν τα μοντέλα πρόβλεψης πτώχευσης μπορούν να προβλέψουν με ακρίβεια τη χρεοκοπία και, επίσης, εάν ο αριθμός των πτωχεύσεων αυξήθηκε λόγω της περιόδου του Covid. Οι ευρωπαϊκές επιχειρήσεις που λειτουργούσαν και αυτές που είχαν αποτύχει ερευνήθηκαν προκειμένου να δοθούν οι απαντήσεις ...
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