A Hybrid Deep Neural Network-Transformer Architecture for Consumer Price Index Forecasting: Integrating Non-Linear Feature Extraction with Multi-Head Attention Mechanisms

Reynaldo Rosado Roselló, Ana Marys Garcia Rodríguez, Hector Raúl González Diez, Yanio Hernández Heredia. A Hybrid Deep Neural Network-Transformer Architecture for Consumer Price Index Forecasting: Integrating Non-Linear Feature Extraction with Multi-Head Attention Mechanisms. In Yanio Hernádez-Heredia, Vladimir Milián Núñez, José Ruiz-Shulcloper, editors, Progress in Artificial Intelligence and Pattern Recognition - 9th International Congress, IWAIPR 2025, Varadero, Cuba, October 14-17, 2025, Proceedings. Volume 16328 of Lecture Notes in Computer Science, pages 313-322, Springer, 2025. [doi]