APA (7th ed.) Citation

El Zaar, A., Mansouri, A., Benaya, N., Bakir, T., & El Allati, A. (2025). Hybrid Transformer-CNN architecture for multivariate time series forecasting: Integrating attention mechanisms with convolutional feature extraction. Journal of Intelligent Information Systems, 63(4), 1233. https://doi.org/10.1007/s10844-025-00937-5

Chicago Style (17th ed.) Citation

El Zaar, Abdellah, Amine Mansouri, Nabil Benaya, Toufik Bakir, and Abderrahim El Allati. "Hybrid Transformer-CNN Architecture for Multivariate Time Series Forecasting: Integrating Attention Mechanisms with Convolutional Feature Extraction." Journal of Intelligent Information Systems 63, no. 4 (2025): 1233. https://doi.org/10.1007/s10844-025-00937-5.

MLA (9th ed.) Citation

El Zaar, Abdellah, et al. "Hybrid Transformer-CNN Architecture for Multivariate Time Series Forecasting: Integrating Attention Mechanisms with Convolutional Feature Extraction." Journal of Intelligent Information Systems, vol. 63, no. 4, 2025, p. 1233, https://doi.org/10.1007/s10844-025-00937-5.