# A time series anomaly detection method based on series-parallel transformers with spatial and temporal association discrepancies

> Research article (Information Sciences, 2023) · cited 25× · AI/ML

**Wikidata**: [openalex:W4389331178](https://www.wikidata.org/wiki/openalex:W4389331178)  
**Source**: https://4ort.xyz/entity/a-time-series-anomaly-detection-method-based-on-series-parallel-transformers-with-spatial-and-temporal-association-discr