研究论文
Time-series anomaly detection with stacked Transformer representations and 1D convolutional network
Jina Kim, Hyeongwon Kang, Hyeongwon Kang, Pilsung Kang
Korea University
来源Engineering Applications of Artificial Intelligence
年份2023
内容与影响
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逐年被引趋势
78390
23
24
7825
26
关键指标
172
被引次数 · OpenAlex
22.49
领域内被引倍数
同类平均 = 1
同类平均 = 1
前 0.3%
引用位次
同领域 · 同年份 · 同类型
同领域 · 同年份 · 同类型
35
参考文献
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学术脉络
学科主题
计算机 / AIAnomaly Detection Techniques and Applications
Network Security and Intrusion Detection · Time Series Analysis and Forecasting
参考文献 35
Internet of Things in Industries: A Survey
被引 5,084Li Da Xu, Wu He, Shancang Li · IEEE Transactions on Industrial Informatics · 2014
Long Short-Term Memory
被引 99,570Sepp Hochreiter, Jürgen Schmidhuber · Neural Computation · 1997
Anomaly Detection Based on Sensor Data in Petroleum Industry Applications
被引 177Luis Martí, Nayat Sánchez-Pi, José M. Molina · Sensors · 2015
此处列出前 3 条
施引文献 172
A Comprehensive Survey of Deep Transfer Learning for Anomaly Detection in Industrial Time Series: Methods, Applications, and Directions
被引 189Peng Yan, Ahmed Abdulkadir, Paul-Philipp Luley · IEEE Access · 2024
Transformer-based multivariate time series anomaly detection using inter-variable attention mechanism
被引 133Hyeongwon Kang, Hyeongwon Kang, Pilsung Kang · Knowledge-Based Systems · 2024
Time series forecasting and anomaly detection using deep learning
被引 73Amjad Iqbal, Rashid Amin · Computers & Chemical Engineering · 2023
按被引量排序，此处列出前 3 条