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This dissertation presents a variety of centralized and distributed methods for predictive health analytics, focusing on the prediction of hospitalizations related to heart disease and diabetes using patients\' Electronic Health Records (EHRs). It explores supervised classification techniques, including a novel K-Likelihood Ratio Test (K-LRT) for feature significance, decentralized optimization methods for sparse SVMs, and an alternating clustering and classification framework. The results...
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Centralized learning refers to an educational model where all learning materials and resources are controlled from a single point or organization. In contrast, distributed learning allows learning resources and processes to be spread across multiple locations, enabling flexibility and autonomy in learning.
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The purpose of centralized and distributed learning is to facilitate organized and structured educational experiences while allowing flexibility, resource sharing, and accessibility for learners across various locations.
Information that must be reported includes the program's structure, participant details, learning outcomes, resources used, and any assessments conducted during the learning process.
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