Shiyuan Fu

Publication Activity (10 Years)

Years Active: 2022-2024
Publications (10 Years): 17

Top Topics

Feature Extraction

Multivariate Time Series

Anomaly Detection

Detection Method

Top Venues

Expert Syst. Appl.

Neural Networks

Publications

Shiyuan Fu, Xin Gao, Baofeng Li, Feng Zhai, Jiansheng Lu, Bing Xue, Jiahao Yu, Chun Xiao
Multivariate time series anomaly detection via separation, decomposition, and dual transformer-based autoencoder. Appl. Soft Comput. 159 (2024)
Jiahao Yu, Xin Gao, Baofeng Li, Feng Zhai, Jiansheng Lu, Bing Xue, Shiyuan Fu, Chun Xiao
A filter-augmented auto-encoder with learnable normalization for robust multivariate time series anomaly detection. Neural Networks 170 (2024)
Shiyuan Fu, Xin Gao, Feng Zhai, Baofeng Li, Bing Xue, Jiahao Yu, Zhihang Meng, Guangyao Zhang
A time series anomaly detection method based on series-parallel transformers with spatial and temporal association discrepancies. Inf. Sci. 657 (2024)
Bing Xue, Xin Gao, Shuwei Zhang, Ning Wang, Shiyuan Fu, Jiahao Yu, Guangyao Zhang, Zijian Huang
A feature-level mask self-supervised assisted learning approach based on transformer for remaining useful life prediction. Intell. Data Anal. 28 (1) (2024)
Jiahao Yu, Xin Gao, Feng Zhai, Baofeng Li, Bing Xue, Shiyuan Fu, Lingli Chen, Zhihang Meng
An adversarial contrastive autoencoder for robust multivariate time series anomaly detection. Expert Syst. Appl. 245 (2024)
Bing Xue, Xin Gao, Baofeng Li, Feng Zhai, Jiansheng Lu, Jiahao Yu, Shiyuan Fu, Chun Xiao
A robust multi-scale feature extraction framework with dual memory module for multivariate time series anomaly detection. Neural Networks 177 (2024)
Guangyao Zhang, Xin Gao, Lei Wang, Bing Xue, Shiyuan Fu, Jiahao Yu, Zijian Huang, Xu Huang
Probabilistic autoencoder with multi-scale feature extraction for multivariate time series anomaly detection. Appl. Intell. 53 (12) (2023)
Bing Xue, Xin Gao, Feng Zhai, Baofeng Li, Jiahao Yu, Shiyuan Fu, Lingli Chen, Zhihang Meng
A contrastive autoencoder with multi-resolution segment-consistency discrimination for multivariate time series anomaly detection. Appl. Intell. 53 (23) (2023)
Zijian Huang, Xin Gao, Wenli Chen, Yingying Cheng, Bing Xue, Zhihang Meng, Guangyao Zhang, Shiyuan Fu
An imbalanced binary classification method via space mapping using normalizing flows with class discrepancy constraints. Inf. Sci. 623 (2023)
Xin Jia, Xin Gao, Wenli Chen, Yingying Cheng, Zhihang Meng, Bing Xue, Zijian Huang, Shiyuan Fu
Global reliable data generation for imbalanced binary classification with latent codes reconstruction and feature repulsion. Appl. Intell. 53 (13) (2023)
Shiyuan Fu, Xin Gao, Baofeng Li, Bing Xue, Xin Jia, Zijian Huang, Guangyao Zhang, Xu Huang
Two Outlier-Sensitive Measures for Semi-supervised Dynamic Ensemble Anomaly Detection Models. Neural Process. Lett. 55 (3) (2023)
Chao Li, Shiyuan Fu, Yiwen Jiao, Hongbin Ma, Wei Zhang, Chao Yun
Improved Load Balancing Algorithm for a Novel Distributed Computing Framework Based on MultiObjective Optimization Algorithm. ICCEIC (2023)
Kangsheng Li, Xin Gao, Xin Jia, Bing Xue, Shiyuan Fu, Zhiyu Liu, Xu Huang, Zijian Huang
Detection of local and clustered outliers based on the density-distance decision graph. Eng. Appl. Artif. Intell. 110 (2022)
Kangsheng Li, Xin Gao, Shiyuan Fu, Xinping Diao, Ping Ye, Bing Xue, Jiahao Yu, Zijian Huang
Robust outlier detection based on the changing rate of directed density ratio. Expert Syst. Appl. 207 (2022)
Xin Gao, Xin Jia, Jing Liu, Bing Xue, Zijian Huang, Shiyuan Fu, Guangyao Zhang, Kangsheng Li
An ensemble contrastive classification framework for imbalanced learning with sample-neighbors pair construction. Knowl. Based Syst. 249 (2022)
Xin Gao, Jiahao Yu, Sen Zha, Shiyuan Fu, Bing Xue, Ping Ye, Zijian Huang, Guangyao Zhang
An ensemble-based outlier detection method for clustered and local outliers with differential potential spread loss. Knowl. Based Syst. 258 (2022)
Zhiyu Liu, Xin Gao, Xin Jia, Bing Xue, Shiyuan Fu, Kangsheng Li, Xu Huang, Zijian Huang
Correlation-based feature partition regression method for unsupervised anomaly detection. Appl. Intell. 52 (13) (2022)