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Guangyao Wang

Chongqing University of Posts and Telecommunications

Nan’an District

Chongqing, 400065

China

SCHOLARLY PAPERS

3

DOWNLOADS

125

TOTAL CITATIONS

0

Scholarly Papers (3)

Inter-Layer Explainable Variational Autoencoder Model for Multivariate Time Series Anomaly Detection

Number of pages: 19 Posted: 14 Apr 2025
xiaoxia zhang, Guangyao Wang, Yi Chen, Qun Liu and Guoyin Wang
Chongqing University of Posts and Telecommunications, Chongqing University of Posts and Telecommunications, Chongqing University of Posts and Telecommunications, Chongqing University of Posts and Telecommunications and Chongqing University of Posts and Telecommunications
Downloads 45 (1,170,161)

Abstract:

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Multivariate time series, anomaly detection, Shapley value, Variational Autoencoder, Adversarial Network

2.

What Type of Distribution is More Suitable for Vae: Extraction and Verification in Time Series Anomaly Detection

Number of pages: 13 Posted: 21 Jan 2025
Chongqing University of Posts and Telecommunications, Chongqing University of Posts and Telecommunications, Chongqing University of Posts and Telecommunications, Chongqing University of Posts and Telecommunications and Chongqing University of Posts and Telecommunications
Downloads 42 (1,157,785)

Abstract:

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VAE, Deep generative model, Anomaly detection

3.

Hlead: A Fast and Robust Hidden Layer Enhanced Transformer Autoencoder for Multivariate Time Series Anomaly Detection

Number of pages: 21 Posted: 03 Mar 2025
Chongqing University of Posts and Telecommunications, Chongqing University of Posts and Telecommunications, Chongqing University of Posts and Telecommunications, Chongqing University of Posts and Telecommunications and Chongqing University of Posts and Telecommunications
Downloads 38 (1,209,354)

Abstract:

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Multivariate time series, Anomaly detection, Hidden Layer Enhancement, Unsupervised Learning, Adversarial Network.