Search Results for author: Phanwadee Sinthong

Found 3 papers, 3 papers with code

A Time Series is Worth 64 Words: Long-term Forecasting with Transformers

5 code implementations27 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.

Multivariate Time Series Forecasting Representation Learning +1

AFrame: Extending DataFrames for Large-Scale Modern Data Analysis (Extended Version)

1 code implementation19 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

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