Added 8 months ago | 00:36:10 | 543 views
With the vast accumulation of digital medical information, the challenge is transforming copious data into useful medical knowledge. How can we find what’s most important, and how can increasing amounts of data be incorporated into a sys...
Added 8 months ago | 00:43:59 | 334 views
We present a system to make personalized lifestyle and health decisions for diabetes management, as well as for general health and diet management. In particular, we address the following components of the system: (a) efficiently learnin...
Added 8 months ago | 00:41:16 | 437 views
Large volumes of heterogeneous data are collected from patients in neurocritical care to support real-time clinical decision-making, monitoring of disease progression, and titration of therapy. However, systematic physiologically based a...
Added 8 months ago | 00:46:07 | 841 views
Machine learning applied to large medical datasets can lead to the development of better risk stratification models for adverse outcomes. Unfortunately, general-purpose analytics developed across unrelated domains hold limited value for ...
Added 8 months ago | 00:41:54 | 686 views
This talk will highlight several surprising findings we discovered from wearable sensing of autonomic stress data and physical activity in daily life. For example, we learned that sensing from the surface of the wrist can tell us more ab...
Added 8 months ago | 00:46:40 | 1394 views
Perhaps the greatest surprise of human genetic studies is that 90% of disease regions do not affect proteins directly, but instead the circuits that control our genes. This has increased the urgency of mapping the regulatory genome, as a...
Added 8 months ago | 00:42:15 | 673 views
Digital Health mobile apps and connected medical devices are rapidly changing how patients learn, monitor, diagnose and treat disease. Even in these early days of the digital transformation of healthcare, connected medical devices and di...
Added 8 months ago | 00:50:20 | 710 views
Rapid advances in high-throughput technologies, including next-generation sequencing, proteomics, and metabolomics, are providing exceptionally detailed descriptions of the molecular changes that occur in diseases. Despite their power, e...
Added 8 months ago | 00:47:03 | 466 views
In this talk we will discuss several examples of how analytics could be leveraged into decision support tools that inform decisions related to system design, patient flow and safety. The examples are based on collaborative research proje...
Added 8 months ago | 00:44:43 | 332 views
ALFA’s Gigabeats project considers the data science of physiologic signal data. Our BeatDB and PhysioMiner projects provide a means of very rapidly scanning waveform data to find strongly predictive intervals and predictors that allow ac...
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