MCELCCh-FDP: Financial distress prediction with classifier ensembles based on firm life cycle and Choquet integral

نویسنده

  • Yu Cao
چکیده

Financial distress prediction (FDP) has always been an important issue in the business and financial management. This research proposed a novel multiple classifier ensemble model based on firm life cycle and Choquet integral for FDP, named MCELCCh-FDP, as a new approach to tackle with financial distress. Empirical study based on Chinese listed companies’ real data is conducted, and the results show that the proposed MCELCCh-FDP model has higher prediction accuracy than single classifiers. In order to verify the prediction capability of firm life cycle and Choquet integral in FDP model, comparative analysis is conducted. The experiment results indicate that the introduction of firm life cycle and Choquet integral in FDP can greatly enhance prediction accuracy. 2012 Elsevier Ltd. All rights reserved.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Predicting financial distress and corporate failure: A review from the state-of-the-art definitions, modeling, sampling, and featuring approaches

Keywords: Definition of financial distress Sampling methods Featuring methods Review Financial distress prediction Corporate failure prediction Case-based reasoning Ensemble Group decision-making Support vector machine Hybrid modeling Neural network Decision tree Logistic regression Multiple discriminant analysis a b s t r a c t As a hot topic, financial distress prediction (FDP), or called as ...

متن کامل

Generalized interval-valued intuitionistic fuzzy Hamacher generalized Shapley Choquet integral operators for multicriteria decision making

The interval-valued intuitionistic fuzzy set (IVIFS) which is an extension of the Atanassov’s intuitionistic fuzzy set is a powerful tool for modeling real life decision making problems. In this paper, we propose the emph{generalized interval-valued intuitionistic fuzzy Hamacher generalized Shapley Choquet integral} (GIVIFHGSCI) and the emph{interval-valued intuitionistic fuzzy Hamacher general...

متن کامل

Cost-sensitive AdaBoost Selective Ensemble for Financial Distress Prediction

Financial distress prediction (FDP) models are effective tools to prevent stakeholders from suffering economic loss. In the process of FDP, the misclassification cost of typeI error of the model is much higher than that of typeIIerror. Some FPD models based on single classifiers take the asymmetric costs into consideration, but the study on cost-sensitive ensemble approach for FDP is rarely exp...

متن کامل

Investigating the Impact of Company Life Cycle on Corporate Social Responsibility with Emphasis on Financial Resources in Companies Listed on Tehran Stock Exchange

Corporate social responsibility (CSR) has become an integral part of conducting business around the world. In this study, the impact of different stages of the company life cycle on corporate social responsibility has been investigated. Also quadruple financial resources, corporate size, profitability, cash resources and financial leverage have been used as moderator variables. In order to achi...

متن کامل

Effect of Firm Life Cycle Theory on the relevance of Risk Measures

Risk phenomenon is one of the key characteristics of decision making in the fields of investment, issues associated with financial markets, and various economic activities. The present study was an attempt to evaluate the impact of different periods of life cycle of companies on the relevance of risk measures of companies. In this study, the collected data have been analyzed in three stages. Fi...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:
  • Expert Syst. Appl.

دوره 39  شماره 

صفحات  -

تاریخ انتشار 2012