no code implementations • 3 Aug 2023 • Jialiang Lin, Yao Yu, Yu Zhou, Zhiyang Zhou, Xiaodong Shi
In the case of these manuscripts, the traditional fuzzy matching method is incapable of mapping the preprint to the final published version.
no code implementations • 1 Oct 2021 • Yun Zhao, Yuqing Wang, Junfeng Liu, Haotian Xia, Zhenni Xu, Qinghang Hong, Zhiyang Zhou, Linda Petzold
In this paper, we perform quantitative analysis of COVID-19 forecasting of confirmed cases and deaths across different regions in the United States with different forecasting horizons, and evaluate the relative impacts of the following three dimensions on the predictive performance (improvement and variation) through different evaluation metrics: model selection, hyperparameter tuning, and the length of time series required for training.
no code implementations • 10 May 2020 • Zhiyang Zhou
People employ the function-on-function regression (FoFR) to model the relationship between two random curves.
Methodology
1 code implementation • 25 Mar 2020 • Zhiyang Zhou, Richard Lockhart
Functional partial least squares (FPLS) is commonly used for fitting scalar-on-function regression models.
Methodology