APA (7th ed.) Citation

X, L., W, D., H, M., & Y, M. (2026). STGAD: Self-temporal generative adversarial framework with transformer attention for unsupervised multivariate time-series anomaly detection and localization. PloS one, 21(5), e0349223. https://doi.org/10.1371/journal.pone.0349223

Chicago Style (17th ed.) Citation

X, Liao, Deng W, Ma H, and Mu Y. "STGAD: Self-temporal Generative Adversarial Framework with Transformer Attention for Unsupervised Multivariate Time-series Anomaly Detection and Localization." PloS One 21, no. 5 (2026): e0349223. https://doi.org/10.1371/journal.pone.0349223.

MLA (9th ed.) Citation

X, Liao, et al. "STGAD: Self-temporal Generative Adversarial Framework with Transformer Attention for Unsupervised Multivariate Time-series Anomaly Detection and Localization." PloS One, vol. 21, no. 5, 2026, p. e0349223, https://doi.org/10.1371/journal.pone.0349223.