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Financial distress prediction using an improved particle swarm optimization wrapper feature selection method and tree boosting ensemble
16 references·0 citing·31 second hop
Financial distress prediction using an improved particle swarm optimization wrapper feature selection method and tree boosting ensemble (2024)Financial distress prediction using an im…Corporate finance risk prediction based on LightGBM (2022)Corporate finance risk predic…CatBoost model and artificial intelligence techniques for corporate failure prediction (2021)CatBoost model and artificial…Bankruptcy prediction for SMEs using transactional data and two-stage multiobjective feature selection (2020)Bankruptcy prediction for SME…Class-imbalanced dynamic financial distress prediction based on Adaboost-SVM ensemble combined with SMOTE and time weighting (2019)Class-imbalanced dynamic fina…A New Perspective of Performance Comparison among Machine Learning Algorithms for Financial Distress Prediction (2019)A New Perspective of Performa…Information gain directed genetic algorithm wrapper feature selection for credit rating (2018)Information gain directed gen…Corporate bankruptcy prediction: a high dimensional analysis (2017)Corporate bankruptcy predicti…Financial ratios and corporate governance indicators in bankruptcy prediction: A comprehensive study (2016)Financial ratios and corporat…The effect of feature selection on financial distress prediction (2014)The effect of feature selecti…Prediction of financial distress: An empirical study of listed Chinese companies using data mining (2014)Prediction of financial distr…Combining cluster analysis with classifier ensembles to predict financial distress (2011)Combining cluster analysis wi…A hybrid ANFIS model for business failure prediction utilizing particle swarm optimization and subtractive clustering (2011)A hybrid ANFIS model for busi…Hybrid genetic algorithms and support vector machines for bankruptcy prediction (2005)Hybrid genetic algorithms and…Financial Ratios and the Probabilistic Prediction of Bankruptcy (1980)Financial Ratios and the Prob…FINANCIAL RATIOS, DISCRIMINANT ANALYSIS AND THE PREDICTION OF CORPORATE BANKRUPTCY (1968)FINANCIAL RATIOS, DISCRIMINAN…Financial Ratios As Predictors of Failure (1966)Financial Ratios As Predictor…Conditional logit analysis of qualitative choice behavior (1972)The Effect of Audit Quality on Earnings Management* (1998)Forecasting Bankruptcy More Accurately: A Simple Hazard Model (2001)Corporate Ownership Around the World (1999)Financial applications of machine learning: A literature review (2023)Credit scoring with a data mining approach based on support vector machines (2006)Genetic algorithm-based heuristic for feature selection in credit risk assessment (2013)A Bolasso based consistent feature selection enabled random forest classification algorithm: An application to credit risk assessment (2019)A study on credit scoring modeling with different feature selection and machine learning approaches (2020)A two-stage hybrid credit risk prediction model based on XGBoost and graph-based deep neural network (2022)Credit risk measurement: Developments over the last 20 years (1997)Benchmarking state-of-the-art classification algorithms for credit scoring: An update of research (2015)How does financial literacy impact on inclusive finance? (2021)Cryptocurrency trading: a comprehensive survey (2022)Survey of feature selection and extraction techniques for stock market prediction (2023)Bankruptcy prediction in banks and firms via statistical and intelligent techniques – A review (2006)Bankruptcy Prediction using the XGBoost Algorithm and Variable Importance Feature Engineering (2022)Evolution of artificial intelligence research in Technological Forecasting and Social Change: Research topics, trends, and future directions (2023)Ensemble boosted trees with synthetic features generation in application to bankruptcy prediction (2016)Big data techniques in auditing research and practice: Current trends and future opportunities (2018)Deep learning models for bankruptcy prediction using textual disclosures (2018)Methodological Issues Related to the Estimation of Financial Distress Prediction Models (1984)In Search of Distress Risk (2008)Predicting bank financial failures using neural networks, support vector machines and multivariate statistical methods: A comparative analysis in the sample of savings deposit insurance fund (SDIF) transferred banks in Turkey (2008)Machine Learning in Financial Crisis Prediction: A Survey (2011)Systematic review of bankruptcy prediction models: Towards a framework for tool selection (2017)Managerial incentives and risk-taking☆ (2005)How does financial reporting quality relate to investment efficiency? (2009)A hybrid stock price index forecasting model based on variational mode decomposition and LSTM network (2020)Adaptive stock trading strategies with deep reinforcement learning methods (2020)Multi-class financial distress prediction based on support vector machines integrated with the decomposition and fusion methods (2021)
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References

  • 1968FINANCIAL RATIOS, DISCRIMINANT ANALYSIS AND THE PREDICTION OF CORPORATE BANKRUPTCY14,869 cited
  • 1980Financial Ratios and the Probabilistic Prediction of Bankruptcy6,005 cited
  • 1966Financial Ratios As Predictors of Failure4,753 cited
  • 2014Prediction of financial distress: An empirical study of listed Chinese companies using data mining479 cited
  • 2016Financial ratios and corporate governance indicators in bankruptcy prediction: A comprehensive study399 cited
  • 2021CatBoost model and artificial intelligence techniques for corporate failure prediction397 cited
  • 2020Bankruptcy prediction for SMEs using transactional data and two-stage multiobjective feature selection381 cited
  • 2005Hybrid genetic algorithms and support vector machines for bankruptcy prediction377 cited
  • 2019Class-imbalanced dynamic financial distress prediction based on Adaboost-SVM ensemble combined with SMOTE and time weighting363 cited
  • 2018Information gain directed genetic algorithm wrapper feature selection for credit rating300 cited
  • 2014The effect of feature selection on financial distress prediction234 cited
  • 2022Corporate finance risk prediction based on LightGBM231 cited
  • 2017Corporate bankruptcy prediction: a high dimensional analysis221 cited
  • 2011A hybrid ANFIS model for business failure prediction utilizing particle swarm optimization and subtractive clustering

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195 cited
  • 2011Combining cluster analysis with classifier ensembles to predict financial distress173 cited
  • 2019A New Perspective of Performance Comparison among Machine Learning Algorithms for Financial Distress Prediction169 cited
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