Vukovic, Darko B.; Spicyn, Vladislav Vladimirovič; … - In: Journal of open innovation : technology, market, and … 10 (2024) 4, pp. 1-17
machine learning methods, including Random Forest, LightGBM, and CatBoost, alongside logistic regression models. To address … applied for model comparison. Our key findings reveal that CatBoost achieves a predictive accuracy of 65-67%, significantly … outperforming random firm selection, which yields only 13-17% accuracy. The combination of the CatBoost method with the SMOTEENN …
