Chaoqun Yue,Shweta Ware,Reynaldo Morillo et al.
Chaoqun Yue et al.
Recent studies have demonstrated that geographic location features collected using smartphones can be a powerful predictor for depression. While location information can be conveniently gathered by GPS, typical datasets suffer from signific...
COVID-19-CT-CXR: A Freely Accessible and Weakly Labeled Chest X-Ray and CT Image Collection on COVID-19 From Biomedical Literature [0.03%]
基于生物医学文献的自由获取和弱标记Covid-19胸部X光片和CT图像数据集（COVID-19-CT-CXR）
Yifan Peng,Yuxing Tang,Sungwon Lee et al.
Yifan Peng et al.
The latest threat to global health is the COVID-19 outbreak. Although there exist large datasets of chest X-rays (CXR) and computed tomography (CT) scans, few COVID-19 image collections are currently available due to patient privacy. At the...
Relational Learning Improves Prediction of Mortality in COVID-19 in the Intensive Care Unit [0.03%]
关系学习可改善对重症监护室中新冠肺炎死亡率的预测
Tingyi Wanyan,Akhil Vaid,Jessica K De Freitas et al.
Tingyi Wanyan et al.
Traditional Machine Learning (ML) models have had limited success in predicting Coronoavirus-19 (COVID-19) outcomes using Electronic Health Record (EHR) data partially due to not effectively capturing the inter-connectivity patterns between...
Shuang Wang,Luca Bonomi,Wenrui Dai et al.
Shuang Wang et al.
Biomedical research often involves studying patient data that contain personal information. Inappropriate use of these data might lead to leakage of sensitive information, which can put patient privacy at risk. The problem of preserving pat...
Milad Makkie,Xiang Li,Shannon Quinn et al.
Milad Makkie et al.
Since the BRAIN Initiative and Human Brain Project began, a few efforts have been made to address the computational challenges of neuroscience Big Data. The promises of these two projects were to model the complex interaction of brain and b...
Hongjian Wang,Huaxiu Yao,Daniel Kifer et al.
Hongjian Wang et al.
Crime is one of the most important social problems in the country, affecting public safety, children development, and adult socioeconomic status. Understanding what factors cause higher crime rate is critical for policy makers in their effo...
An Enhanced Visualization Method to Aid Behavioral Trajectory Pattern Recognition Infrastructure for Big Longitudinal Data [0.03%]
一种增强的可视化方法以辅助行为轨迹模式识别基础设施建设的大纵向数据研究
Hua Fang,Zhaoyang Zhang
Hua Fang
Big longitudinal data provide more reliable information for decision making and are common in all kinds of fields. Trajectory pattern recognition is in an urgent need to discover important structures for such data. Developing better and mor...
Low-Rank Graph-Regularized Structured Sparse Regression for Identifying Genetic Biomarkers [0.03%]
基于低秩图正则化的结构化稀疏回归的遗传生物标志物识别方法
Xiaofeng Zhu,Heung-Il Suk,Heng Huang et al.
Xiaofeng Zhu et al.
In this paper, we propose a novel sparse regression method for Brain-Wide and Genome-Wide association study. Specifically, we impose a low-rank constraint on the weight coefficient matrix and then decompose it into two low-rank matrices, wh...