Results 221 to 230 of about 1,378 (255)

Machine Learning Models and Bankruptcy Prediction

Expert Systems With Applications, 2017
Machine learning models show improved bankruptcy prediction accuracy over traditional models.Various models were tested using different accuracy metrics.Boosting, bagging, and random forest models provide better results. There has been intensive research from academics and practitioners regarding models for predicting bankruptcy and default events, for
Herbert Kimura, Flavio Barboza, Edward Altman   +2 more
exaly   +3 more sources

A Hybrid SOM-Altman Model for Bankruptcy Prediction [PDF]

Lecture Notes in Computer Science, 2006
This article analyzes the problems of business bankruptcy, and the methods for bankruptcy prediction. This study proposed to join two models, one is the multi-discriminate Z-Score created by Altman, and the other is the Self-organizing maps. We proposed to generate self-organizing maps based on the financial data of public companies that are included ...
Gintautas Garsva
exaly   +3 more sources

Bankruptcy prediction using multivariate grey prediction models

Grey Systems: Theory and Application, 2020
Purpose In the face of complex and challenging economic and business environments, developing and implementing approaches to predict bankruptcy has become important for firms. Bankruptcy prediction can be regarded as a grey system problem because while factors such as the liquidity ...
Yi-Chung Hu, Peng Jiang 0023, Hang Jiang, Jung-Fa Tsai   +3 more
openaire   +2 more sources

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 ...
openaire   +1 more source

Analysis of a Bankruptcy Prediction Model for Companies in Chile

2021
The objective of this research is to examine bankruptcy prediction models and their application in companies in Chile. For this, bankruptcy regulations in Chile and internationally, specifically the United States and Colombia, are analyzed. In turn, the procedures that companies can use today are examined.
Benito Umaña-Hermosilla, Hanns de la Fuente Mella, Claudio Elórtegui-Gómez, Jorge Ferrada-Rodríguez, Mauricio Arce-Rojas   +4 more
openaire   +2 more sources

A Neural Network Model for Bankruptcy Prediction

1990 IJCNN International Joint Conference on Neural Networks, 1990
A neural network model is developed for prediction of bankruptcy, and it is tested using financial data from various companies. The same set of data is analyzed using a more traditional method of bankruptcy prediction, multivariate discriminant analysis.
M. D. Odom, Ramesh Sharda
exaly   +3 more sources

Hybrid Neural Network Models for Bankruptcy Predictions

Decision Support Systems, 1996
Abstract The objective of this paper is to develop the hybrid neural network models for bankruptcy prediction. The proposed hybrid neural network models are (1) a MDA-assisted neural network, (2) an ID3-assisted neural network, and (3) a SOFM(self organizing feature map)-assisted neural network.
Ingoo Han
exaly   +3 more sources

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

Anale. 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  

A Hybrid GA-BP Model for Bankruptcy Prediction

Eighth International Symposium on Autonomous Decentralized Systems (ISADS'07), 2007
With the increase of economic globalization and evolution of information technology, accounting information are being generated and accumulated at an unprecedented pace. As a result, there has been a critical need for automated approaches to effective and efficient utilization of massive amount of accounting information to support companies' decision ...
Ying Sai, Chenjian Zhong, Le-Hong Qu
openaire   +2 more sources

A reference model for business intelligence to predict bankruptcy

Journal of Enterprise Information Management, 2015
Purpose– Bankruptcy is a financial failure of a business or an organization. Different kinds of bankruptcy prediction techniques are proposed to predict it. But, they are restricted as techniques in predicting the bankruptcy and not addressing the associated activities like acquiring the suitable data and delivering the results to the user after ...
Martin Aruldoss, Miranda Lakshmi Travis, V. Prasanna Venkatesan   +2 more
openaire   +2 more sources