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Word Categorization of Corporate Annual Reports for Bankruptcy Prediction by Machine Learning Methods
16 references·0 citing·46 second hop
Word Categorization of Corporate Annual Reports for Bankruptcy Prediction by Machine Learning Methods (2015)Word Categorization of Corporate Annual R…FORECASTING CORPORATE FINANCIAL PERFORMANCE USING SENTIMENT IN ANNUAL REPORTS FOR STAKEHOLDERS’ DECISION-MAKING (2014)FORECASTING CORPORATE FINANCI…AdaBoost based bankruptcy forecasting of Korean construction companies (2014)AdaBoost based bankruptcy for…Revisiting early warning signals of corporate credit default using linguistic analysis (2013)Revisiting early warning sign…Performance of corporate bankruptcy prediction models on imbalanced dataset: The effect of sampling methods (2013)Performance of corporate bank…Feature selection in corporate credit rating prediction (2013)Feature selection in corporat…Evaluating Sentiment in Annual Reports for Financial Distress Prediction Using Neural Networks and Support Vector Machines (2013)Evaluating Sentiment in Annua…Credit Rating Change Modeling Using News and Financial Ratios (2012)Credit Rating Change Modeling…Assessing methodologies for intelligent bankruptcy prediction (2012)Assessing methodologies for i…When Is a Liability Not a Liability? Textual Analysis, Dictionaries, and 10‐Ks (2011)When Is a Liability Not a Lia…Extracting Key Phrases as Predictors of Corporate Bankruptcy: Empirical Analysis of Annual Reports by Text Mining (2011)Extracting Key Phrases as Pre…Making words work: Using financial text as a predictor of financial events (2010)Making words work: Using fina…Fuzzy Support Vector Machine for bankruptcy prediction (2010)Fuzzy Support Vector Machine …Hybrid and ensemble-based soft computing techniques in bankruptcy prediction: a survey (2009)Hybrid and ensemble-based sof…Bankruptcy forecasting: An empirical comparison of AdaBoost and neural networks (2008)Bankruptcy forecasting: An em…A hybrid financial analysis model for business failure prediction (2007)A hybrid financial analysis m…Redeveloping Diction: Theoretical Considerations (2001)Redeveloping Diction: Theoret…FINANCIAL RATIOS, DISCRIMINANT ANALYSIS AND THE PREDICTION OF CORPORATE BANKRUPTCY (1968)ON THE PRICING OF CORPORATE DEBT: THE RISK STRUCTURE OF INTEREST RATES* (1974)Financial Ratios and the Probabilistic Prediction of Bankruptcy (1980)Technology credit scoring model with fuzzy logistic regression (2016)Multi-class financial distress prediction based on support vector machines integrated with the decomposition and fusion methods (2021)Research on financial early warning of mining listed companies based on BP neural network model (2021)Financial Ratios As Predictors of Failure (1966)Bankruptcy prediction in banks and firms via statistical and intelligent techniques – A review (2006)Bankruptcy visualization and prediction using neural networks: A study of U.S. commercial banks (2014)Classifiers consensus system approach for credit scoring (2016)Big Data technologies: A survey (2017)Credit rating analysis with support vector machines and neural networks: a market comparative study (2003)Application of support vector machines to corporate credit rating prediction (2006)Feature selection in bankruptcy prediction (2008)Efficiency drivers in Brazilian insurance: A two-stage DEA meta frontier-data mining approach (2015)A comparative study of forecasting corporate credit ratings using neural networks, support vector machines, and decision trees (2020)A Decision-Theoretic Generalization of On-Line Learning and an Application to Boosting (1997)Forecasting with artificial neural networks: (1998)A new hybrid ensemble credit scoring model based on classifiers consensus system approach (2016)Deep learning for financial applications : A survey (2020)A desicion-theoretic generalization of on-line learning and an application to boosting (1995)Bankruptcy prediction using support vector machine with optimal choice of kernel function parameters (2005)Two-step classification method based on genetic algorithm for bankruptcy forecasting (2017)Enhancing the Knowledge of Construction Business Failure: A Social Network Analysis Approach (2020)A Comparative Study of Demand Forecasting Models for a Multi-Channel Retail Company: A Novel Hybrid Machine Learning Approach (2022)How does financial reporting quality relate to investment efficiency? 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References

  • 2011When Is a Liability Not a Liability? Textual Analysis, Dictionaries, and 10‐Ks6,003 cited
  • 2008Bankruptcy forecasting: An empirical comparison of AdaBoost and neural networks290 cited
  • 2010Making words work: Using financial text as a predictor of financial events249 cited
  • 2013Performance of corporate bankruptcy prediction models on imbalanced dataset: The effect of sampling methods215 cited
  • 2010Fuzzy Support Vector Machine for bankruptcy prediction174 cited
  • 2009Hybrid and ensemble-based soft computing techniques in bankruptcy prediction: a survey168 cited
  • 2001Redeveloping Diction: Theoretical Considerations153 cited
  • 2014AdaBoost based bankruptcy forecasting of Korean construction companies125 cited
  • 2013Feature selection in corporate credit rating prediction124 cited
  • 2014FORECASTING CORPORATE FINANCIAL PERFORMANCE USING SENTIMENT IN ANNUAL REPORTS FOR STAKEHOLDERS’ DECISION-MAKING98 cited
  • 2011Extracting Key Phrases as Predictors of Corporate Bankruptcy: Empirical Analysis of Annual Reports by Text Mining76 cited
  • 2007A hybrid financial analysis model for business failure prediction68 cited
  • 2012Assessing methodologies for intelligent bankruptcy prediction53 cited
  • 2013Evaluating Sentiment in Annual Reports for Financial Distress Prediction Using Neural Networks and Support Vector Machines

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43 cited
  • 2013Revisiting early warning signals of corporate credit default using linguistic analysis39 cited
  • 2012Credit Rating Change Modeling Using News and Financial Ratios25 cited
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