1 code implementation • 14 Jun 2023 • Vijay Ekambaram, Arindam Jati, Nam Nguyen, Phanwadee Sinthong, Jayant Kalagnanam
TSMixer outperforms state-of-the-art MLP and Transformer models in forecasting by a considerable margin of 8-60%.
Multivariate Time Series Forecasting Representation Learning +2
5 code implementations • 27 Nov 2022 • Yuqi Nie, Nam H. Nguyen, Phanwadee Sinthong, Jayant Kalagnanam
Our channel-independent patch time series Transformer (PatchTST) can improve the long-term forecasting accuracy significantly when compared with that of SOTA Transformer-based models.
Ranked #1 on Time Series Forecasting on Electricity (192)
Multivariate Time Series Forecasting Representation Learning +1
1 code implementation • 19 Aug 2019 • Phanwadee Sinthong, Michael J. Carey
This paper presents the architecture of AFrame, describes the underlying capabilities of AsterixDB that efficiently support modern data analytic operations, and utilizes the proposed benchmark to evaluate and compare the performance and support for large-scale data analyses provided by alternative DataFrame libraries.
Databases