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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Nandana Ayudya Natasaskara

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Conference Aug 2026

Stock-Out Prediction for FMCG Products Using CatBoost: An Empirical Comparison of Class-Imbalance Strategies with Native Categorical Handling and Probability Ensembling

Stock-out is a critical problem in fast-moving consumer goods (FMCG) supply chains because it directly causes lost sales and reduced customer satisfaction, yet its prediction is hindered by severe class imbalance. This study presents an empirical comparison of three class-imbalance strategies for CatBoost-based stock-o...

Nandana Ayudya Natasaskara, Akhmad Dahlan, Y. Pristyanto et al. · 0 citations

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