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Gradient boosting trees for auto insurance loss cost modeling and prediction
5 references·16 citing·46 second hop
Gradient boosting trees for auto insurance loss cost modeling and prediction (2011)Gradient boosting trees for auto insuranc…Bagging and Boosting Classification Trees to Predict Churn (2006)Bagging and Boosting Classifi…Explaining Rare Events in International Relations (2001)Explaining Rare Events in Int…Generalized Linear Models and Actuarial Science (1996)Generalized Linear Models and…CHAPMAN AND HALL (1985)CHAPMAN AND HALLThe Strength of Weak Ties (1973)The Strength of Weak TiesRevisiting built environment and travel behavior: A natural experiment accounting for residential self-selection (2024)Revisiting built environment …Enhanced gradient boosting for zero-inflated insurance claims and comparative analysis of CatBoost , XGBoost , and LightGBM (2024)Enhanced gradient boosting fo…Deep learning in insurance: Accuracy and model interpretability using TabNet (2023)Deep learning in insurance: A…Gradient tree boosting and the estimation of production frontiers (2022)Gradient tree boosting and th…Big Data and Artificial Intelligence in Digital Finance (2022)Big Data and Artificial Intel…Forecasting monthly copper price: A comparative study of various machine learning-based methods (2021)Forecasting monthly copper pr…An improved gradient boosting tree algorithm for financial risk management (2021)An improved gradient boosting…Machine Learning in P&C Insurance: A Review for Pricing and Reserving (2020)Machine Learning in P&C Insur…Forecasting third-party mobile payments with implications for customer flow prediction (2020)Forecasting third-party mobil…Boosting Insights in Insurance Tariff Plans with Tree-Based Machine Learning Methods (2020)Boosting Insights in Insuranc…Automobile insurance classification ratemaking based on telematics driving data (2019)Automobile insurance classifi…The stability of bankruptcy predictors in the construction and manufacturing industries at various times before bankruptcy (2017)The stability of bankruptcy p…Improving Financial Distress Prediction Using Financial Network-Based Information and GA-Based Gradient Boosting Method (2017)Improving Financial Distress …From Spin to Swindle: Identifying Falsification in Financial Text (2016)From Spin to Swindle: Identif…Testing Alternative Regression Frameworks for Predictive Modeling of Health Care Costs (2015)Testing Alternative Regressio…Bootstrap control charts in monitoring value at risk in insurance (2013)Bootstrap control charts in m…A Logit Model of Brand Choice Calibrated on Scanner Data (1983)Market Segmentation: Conceptual and Methodological Foundations (1997)Understanding the Customer Base of Service Providers: An Examination of the Differences between Switchers and Stayers (2000)Customer churn prediction using improved balanced random forests (2008)Retention Futility: Targeting High-Risk Customers Might be Ineffective (2017)Application of Machine Learning in Supply Chain Management: A Comprehensive Overview of the Main Areas (2021)The Psychology of Interpersonal Relations. 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this work references cited by second hop

References

  • 1973The Strength of Weak Ties40,446 cited
  • 1985CHAPMAN AND HALL4,352 cited
  • 2001Explaining Rare Events in International Relations776 cited
  • 2006Bagging and Boosting Classification Trees to Predict Churn410 cited
  • 1996Generalized Linear Models and Actuarial Science206 cited

Cited by

  • 2023Deep learning in insurance: Accuracy and model interpretability using TabNet138 cited
  • 2019Automobile insurance classification ratemaking based on telematics driving data119 cited
  • 2020Boosting Insights in Insurance Tariff Plans with Tree-Based Machine Learning Methods109 cited
  • 2022Gradient tree boosting and the estimation of production frontiers69 cited
  • 2015Testing Alternative Regression Frameworks for Predictive Modeling of Health Care Costs61 cited
  • 2021Forecasting monthly copper price: A comparative study of various machine learning-based methods57 cited
  • 2020Machine Learning in P&C Insurance: A Review for Pricing and Reserving52 cited
  • 2020Forecasting third-party mobile payments with implications for customer flow prediction43 cited
  • 2017Improving Financial Distress Prediction Using Financial Network-Based Information and GA-Based Gradient Boosting Method42 cited

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2022
Big Data and Artificial Intelligence in Digital Finance
37 cited
  • 2016From Spin to Swindle: Identifying Falsification in Financial Text37 cited
  • 2024Enhanced gradient boosting for zero-inflated insurance claims and comparative analysis of CatBoost , XGBoost , and LightGBM34 cited
  • 2013Bootstrap control charts in monitoring value at risk in insurance28 cited
  • 2017The stability of bankruptcy predictors in the construction and manufacturing industries at various times before bankruptcy26 cited
  • 2024Revisiting built environment and travel behavior: A natural experiment accounting for residential self-selection22 cited
  • 2021An improved gradient boosting tree algorithm for financial risk management19 cited