activity
20162022
most citedIntegrating Machine Learning and Multiscale Modeling: Perspectives, Challenges, and Opportunities in the Biological, Biomedical, and Behavioral Sciences

645 citations · 669 across the 12 of their papers we have counts for

collaborators

15 papers

cs.CL20221 cited

PcMSP: A Dataset for Scientific Action Graphs Extraction from Polycrystalline Materials Synthesis Procedure Text

Xianjun Yang, Ya Zhuo, Julia Zuo +3

Scientific action graphs extraction from materials synthesis procedures is important for reproducible research, machine automation, and material prediction. But the lack of annotat…

cs.LG20221 cited

Enhancing Transformer Efficiency for Multivariate Time Series Classification

Yuqing Wang, Yun Zhao, Linda Petzold

Most current multivariate time series (MTS) classification algorithms focus on improving the predictive accuracy. However, for large-scale (either high-dimensional or long-sequenti…

cs.LG20226 cited

Integrating Physiological Time Series and Clinical Notes with Transformer for Early Prediction of Sepsis

Yuqing Wang, Yun Zhao, Rachael Callcut +1

Sepsis is a leading cause of death in the Intensive Care Units (ICU). Early detection of sepsis is critical for patient survival. In this paper, we propose a multimodal Transformer…

cs.LG2021

Empirical Quantitative Analysis of COVID-19 Forecasting Models

Yun Zhao, Yuqing Wang, Junfeng Liu +5

COVID-19 has been a public health emergency of international concern since early 2020. Reliable forecasting is critical to diminish the impact of this disease. To date, a large num…

cs.LG20211 cited

Multiple Organ Failure Prediction with Classifier-Guided Generative Adversarial Imputation Networks

Xinlu Zhang, Yun Zhao, Rachael Callcut +1

Multiple organ failure (MOF) is a severe syndrome with a high mortality rate among Intensive Care Unit (ICU) patients. Early and precise detection is critical for clinicians to mak…

cs.LG20211 cited

Empirical Analysis of Machine Learning Configurations for Prediction of Multiple Organ Failure in Trauma Patients

Yuqing Wang, Yun Zhao, Rachael Callcut +1

Multiple organ failure (MOF) is a life-threatening condition. Due to its urgency and high mortality rate, early detection is critical for clinicians to provide appropriate treatmen…