no code implementations • 17 May 2024 • Han Yu, Peikun Guo, Akane Sano
Time series data analysis is a critical component in various domains such as finance, healthcare, and meteorology.
no code implementations • 12 Apr 2024 • Zeyu Yang, Peikun Guo, Khadija Zanna, Akane Sano
Diffusion models have emerged as a robust framework for various generative tasks, such as image and audio synthesis, and have also demonstrated a remarkable ability to generate mixed-type tabular data comprising both continuous and discrete variables.
1 code implementation • 18 Sep 2023 • Peikun Guo, Huiyuan Yang, Akane Sano
In this study, we systematically review the mix-based augmentations, including mixup, cutmix, and manifold mixup, on six physiological datasets, evaluating their performance across different sensory data and classification tasks.