Audrey Der

Publication Activity (10 Years)

Years Active: 2021-2024
Publications (10 Years): 19

Top Topics

Multitask Learning

Similarity Matrices

Multivariate Time Series Data

Top Venues

Publications

Audrey Der, Chin-Chia Michael Yeh, Yan Zheng, Junpeng Wang, Zhongfang Zhuang, Liang Wang, Wei Zhang, Eamonn J. Keogh
PUPAE: Intuitive and Actionable Explanations for Time Series Anomalies. SDM (2024)
Audrey Der, Chin-Chia Michael Yeh, Yan Zheng, Junpeng Wang, Zhongfang Zhuang, Liang Wang, Wei Zhang, Eamonn J. Keogh
PUPAE: Intuitive and Actionable Explanations for Time Series Anomalies. CoRR (2024)
Maryam Shahcheraghi, Ryan Mercer, João Manuel De Almeida Rodrigues, Audrey Der, Hugo Filipe Silveira Gamboa, Zachary Zimmerman, Kerry Mauck, Eamonn J. Keogh
Introducing Mplots: scaling time series recurrence plots to massive datasets. J. Big Data 11 (1) (2024)
Audrey Der, Chin-Chia Michael Yeh, Yan Zheng, Junpeng Wang, Huiyuan Chen, Zhongfang Zhuang, Liang Wang, Wei Zhang, Eamonn J. Keogh
Time Series Synthesis Using the Matrix Profile for Anonymization. CoRR (2023)
Chin-Chia Michael Yeh, Huiyuan Chen, Xin Dai, Yan Zheng, Junpeng Wang, Vivian Lai, Yujie Fan, Audrey Der, Zhongfang Zhuang, Liang Wang, Wei Zhang, Jeff M. Phillips
An Efficient Content-based Time Series Retrieval System. CoRR (2023)
Chin-Chia Michael Yeh, Xin Dai, Yan Zheng, Junpeng Wang, Huiyuan Chen, Yujie Fan, Audrey Der, Zhongfang Zhuang, Liang Wang, Wei Zhang
Multitask Learning for Time Series Data with 2D Convolution. ICMLA (2023)
Chin-Chia Michael Yeh, Xin Dai, Huiyuan Chen, Yan Zheng, Yujie Fan, Audrey Der, Vivian Lai, Zhongfang Zhuang, Junpeng Wang, Liang Wang, Wei Zhang
Toward a Foundation Model for Time Series Data. CIKM (2023)
Chin-Chia Michael Yeh, Huiyuan Chen, Xin Dai, Yan Zheng, Yujie Fan, Vivian Lai, Junpeng Wang, Audrey Der, Zhongfang Zhuang, Liang Wang, Wei Zhang
Temporal Treasure Hunt: Content-based Time Series Retrieval System for Discovering Insights. BigData (2023)
Chin-Chia Michael Yeh, Xin Dai, Yan Zheng, Junpeng Wang, Huiyuan Chen, Yujie Fan, Audrey Der, Zhongfang Zhuang, Liang Wang, Wei Zhang
Multitask Learning for Time Series Data with 2D Convolution. CoRR (2023)
Chin-Chia Michael Yeh, Xin Dai, Huiyuan Chen, Yan Zheng, Yujie Fan, Audrey Der, Vivian Lai, Zhongfang Zhuang, Junpeng Wang, Liang Wang, Wei Zhang
Toward a Foundation Model for Time Series Data. CoRR (2023)
Renjie Wu, Audrey Der, Eamonn J. Keogh
When is Early Classification of Time Series Meaningful? IEEE Trans. Knowl. Data Eng. 35 (3) (2023)
Chin-Chia Michael Yeh, Huiyuan Chen, Xin Dai, Yan Zheng, Yujie Fan, Vivian Lai, Junpeng Wang, Audrey Der, Zhongfang Zhuang, Liang Wang, Wei Zhang
Temporal Treasure Hunt: Content-based Time Series Retrieval System for Discovering Insights. CoRR (2023)
Audrey Der, Chin-Chia Michael Yeh, Yan Zheng, Junpeng Wang, Huiyuan Chen, Zhongfang Zhuang, Liang Wang, Wei Zhang, Eamonn J. Keogh
Time Series Synthesis Using the Matrix Profile for Anonymization. BigData (2023)
Chin-Chia Michael Yeh, Huiyuan Chen, Xin Dai, Yan Zheng, Junpeng Wang, Vivian Lai, Yujie Fan, Audrey Der, Zhongfang Zhuang, Liang Wang, Wei Zhang, Jeff M. Phillips
An Efficient Content-based Time Series Retrieval System. CIKM (2023)
Renjie Wu, Audrey Der, Eamonn J. Keogh
When is Early Classification of Time Series Meaningful? (Extended Abstract). ICDE (2022)
Audrey Der, Chin-Chia Michael Yeh, Renjie Wu, Junpeng Wang, Yan Zheng, Zhongfang Zhuang, Liang Wang, Wei Zhang, Eamonn J. Keogh
Matrix Profile XXVII: A Novel Distance Measure for Comparing Long Time Series. CoRR (2022)
Maryam Shahcheraghi, Ryan Mercer, João Manuel De Almeida Rodrigues, Audrey Der, Hugo Filipe Silveira Gamboa, Zachary Zimmerman, Eamonn J. Keogh
Matrix Profile XXVI: Mplots: Scaling Time Series Similarity Matrices to Massive Data. ICDM (2022)
Audrey Der, Chin-Chia Michael Yeh, Renjie Wu, Junpeng Wang, Yan Zheng, Zhongfang Zhuang, Liang Wang, Wei Zhang, Eamonn J. Keogh
Matrix Profile XXVII: A Novel Distance Measure for Comparing Long Time Series. ICKG (2022)
Renjie Wu, Audrey Der, Eamonn J. Keogh
When is Early Classification of Time Series Meaningful? CoRR (2021)