# Hybrid Transformer-CNN architecture for multivariate time series forecasting: Integrating attention mechanisms with convolutional feature extraction

> Research article (Journal of Intelligent Information Systems, 2025) · cited 18× · AI/ML

**Wikidata**: [openalex:W4409513394](https://www.wikidata.org/wiki/openalex:W4409513394)  
**Source**: https://4ort.xyz/entity/hybrid-transformer-cnn-architecture-for-multivariate-time-series-forecasting-integrating-attention-mechanisms-with-convo