# Time series prediction for cryptocurrency markets with transformer and parallel convolutional neural networks

> Research article (Applied Soft Computing, 2025) · cited 23× · AI/ML

**Wikidata**: [openalex:W4410031102](https://www.wikidata.org/wiki/openalex:W4410031102)  
**Source**: https://4ort.xyz/entity/time-series-prediction-for-cryptocurrency-markets-with-transformer-and-parallel-convolutional-neural-networks