# Decomposition-based multi-scale transformer framework for time series anomaly detection

> Research article (Neural Networks, 2025) · cited 32× · AI/ML

**Wikidata**: [openalex:W4408648618](https://www.wikidata.org/wiki/openalex:W4408648618)  
**Source**: https://4ort.xyz/entity/decomposition-based-multi-scale-transformer-framework-for-time-series-anomaly-detection