Multi-modal mixed-type structural equation modeling with structured sparsity for subgroup discovery from heterogeneous health data [0.03%]
基于结构化稀疏的多模态混合型结构方程模型的异构健康数据子群发现方法
Yu Ding,Virend K Somers,Bing Si
Yu Ding
The increasing availability of health data from resources such as large biobanks, electronic healthcare records, medical tests, and wearable sensors, has set the stage for the development of novel machine learning (ML) models for multi-moda...
Ranking and Combining Latent Structured Predictive Scores without Labeled Data [0.03%]
无需标记数据的情况下对潜在结构预测分数的排名和组合
Shiva Afshar,Yinghan Chen,Shizhong Han et al.
Shiva Afshar et al.
Combining multiple predictors obtained from distributed data sources to an accurate meta-learner is promising to achieve enhanced performance in lots of prediction problems. As the accuracy of each predictor is usually unknown, integrating ...
Lujia Wang,Todd J Schwedt,Catherine D Chong et al.
Lujia Wang et al.
The human brain is a complex system with many functional units interacting with each other. This interacting relationship, known as the functional connectivity network (FCN), is critical for brain functions. To learn the FCN, machine learni...
A Novel Transfer Learning Model for Predictive Analytics using Incomplete Multimodality Data [0.03%]
一种基于多模态不完整数据的预测分析迁移学习模型
Xiaonan Liu,Kewei Chen,David Weidman et al.
Xiaonan Liu et al.
Multimodality datasets are becoming increasingly common in various domains to provide complementary information for predictive analytics. One significant challenge in fusing multimodality data is that the multiple modalities are not univers...
Access Planning and Resource Coordination for Clinical Research Operations [0.03%]
临床研究运营中的访问规划和资源协调
Jivan Deglise-Hawkinson,David L Kaufman,Blake Roessler et al.
Jivan Deglise-Hawkinson et al.
This research creates an operations engineering and management methodology to optimize a complex operational planning and coordination challenge faced by sites that perform clinical research trials. The time-sensitive and resource-specific ...