| Toward a foundation model for time series data CCM Yeh, X Dai, H Chen, Y Zheng, Y Fan, A Der, V Lai, Z Zhuang, ... Proceedings of the 32nd ACM International Conference on Information and …, 2023 | 34 | 2023 |
| When is early classification of time series meaningful? R Wu, A Der, EJ Keogh IEEE Transactions on Knowledge and Data Engineering 35 (3), 3253-3260, 2021 | 19 | 2021 |
| Matrix profile XXVI: mplots: scaling time series similarity matrices to massive data M Shahcheraghi, R Mercer, JMDA Rodrigues, A Der, HFS Gamboa, ... 2022 IEEE International Conference on Data Mining (ICDM), 1179-1184, 2022 | 5 | 2022 |
| An efficient content-based time series retrieval system CCM Yeh, H Chen, X Dai, Y Zheng, J Wang, V Lai, Y Fan, A Der, ... Proceedings of the 32nd ACM International Conference on Information and …, 2023 | 4 | 2023 |
| Matrix Profile XXVII: A Novel Distance Measure for Comparing Long Time Series A Der, CCM Yeh, R Wu, J Wang, Y Zheng, Z Zhuang, L Wang, W Zhang, ... 2022 IEEE International Conference on Knowledge Graph (ICKG), 40-47, 2022 | 4 | 2022 |
| Time series synthesis using the matrix profile for anonymization A Der, CCM Yeh, Y Zheng, J Wang, H Chen, Z Zhuang, L Wang, W Zhang, ... 2023 IEEE International Conference on Big Data (BigData), 1908-1911, 2023 | 3 | 2023 |
| Multitask Learning for Time Series Data with 2D Convolution CCM Yeh, X Dai, Y Zheng, J Wang, H Chen, Y Fan, A Der, Z Zhuang, ... 2023 International Conference on Machine Learning and Applications (ICMLA), 9-16, 2023 | 3 | 2023 |
| A Systematic Evaluation of Generated Time Series and Their Effects in Self-Supervised Pretraining A Der, CCM Yeh, X Dai, H Chen, Y Zheng, Y Fan, Z Zhuang, V Lai, ... Proceedings of the 33rd ACM International Conference on Information and …, 2024 | 1 | 2024 |
| Pupae: Intuitive and actionable explanations for time series anomalies A Der, CCM Yeh, Y Zheng, J Wang, Z Zhuang, L Wang, W Zhang, ... Proceedings of the 2024 SIAM International Conference on Data Mining (SDM …, 2024 | 1 | 2024 |
| Temporal Treasure Hunt: Content-based Time Series Retrieval System for Discovering Insights CCM Yeh, H Chen, X Dai, Y Zheng, Y Fan, V Lai, J Wang, A Der, ... 2023 IEEE International Conference on Big Data (BigData), 1994-1997, 2023 | 1 | 2023 |
| Matrix Profile for Anomaly Detection on Multidimensional Time Series CCM Yeh, A Der, US Saini, V Lai, Y Zheng, J Wang, X Dai, Z Zhuang, ... arXiv preprint arXiv:2409.09298, 2024 | | 2024 |
| Introducing Mplots: scaling time series recurrence plots to massive datasets M Shahcheraghi, R Mercer, JMA Rodrigues, A Der, HFS Gamboa, ... Journal of Big Data 11 (1), 96, 2024 | | 2024 |
| User-Guided, Interpretable, Actionable Time Series Data Mining Methods AE Der University of California, Riverside, 2024 | | 2024 |
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