Forecasting firm growth resumption post-stagnation

Our study forecasts the likelihood of firms resuming growth after periods of stagnation or declining sales. We employ machine learning methods, including Random Forest, LightGBM, and CatBoost, alongside logistic regression models. To address class imbalance, we incorporate oversampling techniques su...

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Bibliographic Details
Main Authors: Darko B. Vuković, Vladislav Spitsin, Aleksander Bragin, Victoria Leonova, Lubov Spitsina
Format: Article
Language:English
Published: Elsevier 2024-12-01
Series:Journal of Open Innovation: Technology, Market and Complexity
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Online Access:http://www.sciencedirect.com/science/article/pii/S2199853124002002
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