Search Results - "Faghmous, James"

Theory-Guided Data Science: A New Paradigm for Scientific Discovery from Data by Karpatne, Anuj, Atluri, Gowtham, Faghmous, James H., Steinbach, Michael, Banerjee, Arindam, Ganguly, Auroop, Shekhar, Shashi, Samatova, Nagiza, Kumar, Vipin

“…Data science models, although successful in a number of commercial domains, have had limited applicability in scientific problems involving complex physical…”
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Machine Learning for Health Services Researchers by Doupe, Patrick, Faghmous, James, Basu, Sanjay

“…Machine learning is increasingly used to predict healthcare outcomes, including cost, utilization, and quality. We provide a high-level overview of machine…”
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A daily global mesoscale ocean eddy dataset from satellite altimetry by Faghmous, James H., Frenger, Ivy, Yao, Yuanshun, Warmka, Robert, Lindell, Aron, Kumar, Vipin

“…Mesoscale ocean eddies are ubiquitous coherent rotating structures of water with radial scales on the order of 100 kilometers. Eddies play a key role in the…”
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Huntington's disease in the United States: Variation by demographic and socioeconomic factors by Bruzelius, Emilie, Scarpa, Joseph, Zhao, Yiyi, Basu, Sanjay, Faghmous, James H., Baum, Aaron

“…Background Despite extensive research regarding the etiology of Huntington's disease, relatively little is known about the epidemiology of this rare disorder,…”
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Machine Learning Methods for Precision Medicine Research Designed to Reduce Health Disparities: A Structured Tutorial by Basu, Sanjay, Faghmous, James H., Doupe, Patrick

“…Precision medicine research designed to reduce health disparities often involves studying multi-level datasets to understand how diseases manifest…”
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Targeting weight loss interventions to reduce cardiovascular complications of type 2 diabetes: a machine learning-based post-hoc analysis of heterogeneous treatment effects in the Look AHEAD trial by Baum, Aaron, Scarpa, Joseph, Bruzelius, Emilie, Tamler, Ronald, Basu, Sanjay, Faghmous, James

“…The Action for Health in Diabetes (Look AHEAD) trial investigated whether long-term cardiovascular disease morbidity and mortality could be reduced through a…”
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Theory-Guided Data Science for Climate Change by Faghmous, James H., Banerjee, Arindam, Shekhar, Shashi, Steinbach, Michael, Kumar, Vipin, Ganguly, Auroop R., Samatova, Nagiza

“…To adequately address climate change, we need novel data-science methods that account for the spatiotemporal and physical nature of climate phenomena. Only…”
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Computing and Climate by Faghmous, James H., Kumar, Vipin, Shekhar, Shashi

“…This guest editors' introduction to the special issue on computing and climate can be viewed as a call to action for the broader computer science community to…”
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A Parameter-Free Spatio-Temporal Pattern Mining Model to Catalog Global Ocean Dynamics by Faghmous, James H., Le, Matthew, Uluyol, Muhammed, Kumar, Vipin, Chatterjee, Snigdhansu

“…As spatio-temporal data have become ubiquitous, an increasing challenge facing computer scientists is that of identifying discrete patterns in continuous…”
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Online Change Detection Algorithm for Noisy Time-Series: An Application Tonear-Real Time Burned Area Mapping by Chen, Xi C., Kumar, Vipin, Faghmous, James H.

“…Lack of the global knowledge of land-cover changes limits our understanding of the earth system, hinders natural resource management and also compounds risks…”
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Assessment of Risk of Harm Associated With Intensive Blood Pressure Management Among Patients With Hypertension Who Smoke: A Secondary Analysis of the Systolic Blood Pressure Intervention Trial by Scarpa, Joseph, Bruzelius, Emilie, Doupe, Patrick, Le, Matthew, Faghmous, James, Baum, Aaron

“…The randomized Systolic Blood Pressure Intervention Trial (SPRINT) showed that lowering systolic blood pressure targets for adults with hypertension reduces…”
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A Guide to Climate Datasets: Summary and Research Challenges by Karpatne, Anuj, Liess, Stefan, Faghmous, James, Kumar, Vipin

“…Recent growth in the scale and variety of climate data has provided unprecedented opportunities to big data analytics research for understanding the Earth's…”
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Understanding Climate Change and Variability III: A Spatio-Temporal Data Mining Perspective by Faghmous, James Hocine

“…This thesis provides a computer science audience with an introduction to mining climate data with an emphasis on the singular characteristics of the datasets…”
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Theory-guided Data Science: A New Paradigm for Scientific Discovery from Data by Karpatne, Anuj, Atluri, Gowtham, Faghmous, James, Steinbach, Michael, Banerjee, Arindam, Ganguly, Auroop, Shekhar, Shashi, Samatova, Nagiza, Kumar, Vipin

“…IEEE Transactions on Knowledge and Data Engineering, 29(10), pp.2318-2331. 2017 Data science models, although successful in a number of commercial domains,…”
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Understanding Climate Change and Variability III: A Spatio-Temporal Data Mining Perspective by Faghmous, James Hocine

“…This thesis provides a computer science audience with an introduction to mining climate data with an emphasis on the singular characteristics of the datasets…”
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EddyScan: A physically consistent ocean eddy monitoring application by Faghmous, James H., Styles, L., Mithal, V., Boriah, S., Liess, S., Kumar, V., Vikebo, F., dos Santos Mesquita, Michel

“…Rotating coherent structures of water known as ocean eddies are the oceanic analog of storms in the atmosphere and a crucial component of ocean dynamics. In…”
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