1 code implementation • 22 May 2023 • Shuai Shao, Yu Guan, Bing Zhai, Paolo Missier, Thomas Ploetz
Specifically, with the introduction of three conceptual layers--Sampling Layer, Data Augmentation Layer, and Resilient Layer -- we develop three "boosters" -- R-Frame, Mix-up, and C-Drop -- to enrich the per-epoch training data by dense-sampling, synthesizing, and simulating, respectively.
1 code implementation • 19 Nov 2021 • Bing Zhai, Yu Guan, Michael Catt, Thomas Ploetz
Experimental results demonstrate important evidence that three-stage sleep can be reliably classified by fusing cardiac/movement sensing modalities, which may potentially become a practical tool to conduct large-scale sleep stage assessment studies or long-term self-tracking on sleep.