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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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M. Suela

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Open access Sep 2026

Enhancing Arabica and Robusta coffee prices forecasting through machine learning approaches

Machine learning was applied to predict Arabica and Robusta coffee prices 2–6 months ahead using climatic, production, and economic data from 2009 to 2025. SHAP analysis revealed that global and Brazilian stock levels, Vietnamese drought, Colombian rainfall, and U.S. dollar exchange rate were the most influential drive...

M. Suela, Moysés Nascimento · 0 citations

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