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Health-ATM: A Deep Architecture for Multifaceted …

Leveraging massive electronic health records (EHR) brings tremendous promises to advance clinical and pre-cision medicine informatics research.See more

Actived: 7 days ago

URL: https://epubs.siam.org/doi/pdf/10.1137/1.9781611975321.30

Risk Prediction with Electronic Health Records: A …

WebRisk Prediction with Electronic Health Records: A Deep Learning Approach Yu Cheng∗ Fei Wang† Ping Zhang∗ Jianying Hu∗ Abstract The recent years have witnessed a surge of …

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Hypergraph Contrastive Learning for Electronic …

WebHypergraph Contrastive Learning for Electronic Health Records Derun Cai ∗†Chenxi Sun Moxian Song Baofeng Zhang∗† Shenda Hong‡§¶ Hongyan Li∗†¶ Abstract Electronic …

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Learning Robust Patient Representations from Multi …

WebLearning Robust Patient Representations from Multi-modal Electronic Health Records: A Supervised Deep Learning Approach Xianli Zhang ∗Buyue Qian † Yang Li Yang Liu Xi …

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Rare Disease Prediction by Generating Quality …

WebRare Disease Prediction by Generating Quality-Assured Electronic Health Records∗ Fenglong Ma † Yaqing Wang ‡ Jing Gao§ Houping Xiao¶ Jing Zhouƒ Abstract Predicting …

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Applied Numerical Linear Algebra SIAM Publications …

WebDesigned for use by first-year graduate students from a variety of engineering and scientific disciplines, this comprehensive textbook covers the solution of linear systems, least …

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Proceedings of the 2021 SIAM International Conference …

WebAbstract Predicting patients' future outcomes by analyzing Electronic health records (EHRs) is a hot topic in machine learning. The key challenge in this area is how …

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Hypergraph Contrastive Learning for Electronic Health …

WebAbstract Electronic Health Records (EHR) is the repository of patients' involved medical codes in the hospital, including diagnosis codes, medication codes, procedure codes, lab …

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Solving Ill-Conditioned and Singular Linear Systems: A …

WebIt is shown that the basic regularization procedures for finding meaningful approximate solutions of ill-conditioned or singular linear systems can be phrased and analyzed in …

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Proceedings of the 2016 SIAM International Conference …

WebThe recent years have witnessed a surge of interests in data analytics with patient Electronic Health Records (EHR). Data-driven healthcare, which aims at effective …

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Smooth Random Functions, Random ODEs, and Gaussian Processes

WebThe usual way in which mathematicians work with randomness is by a rigorous formulation of the idea of Brownian motion, which is the limit of a random walk as the step length …

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Tick-Borne Pathogen Co-infection by Co-feeding on Incompetent …

WebAbstract. Co-infections with multiple tick-borne pathogens have been a public health issue due to their significant impacts on human and animal health. Here, we develop a novel …

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A Stochastic Differential Equation SIS Epidemic Model

WebAbstract. In this paper we extend the classical susceptible-infected-susceptible epidemic model from a deterministic framework to a stochastic one and formulate it as a stochastic …

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A Vaccination Model for Transmission Dynamics of Influenza

WebDespite the availability of preventive vaccines and public health vaccination programs, influenza inflicts substantial morbidity, mortality, and socio-economic costs …

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The Mathematics of Infectious Diseases SIAM Review

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Equitable Allocation of Healthcare Resources with Fair Survival …

WebTo the best of our knowledge, this is the rst investigation on fairness for survival models to ensure equitable allocation of healthcare resources. The main contributions of this work …

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Can Pathogen Spread Keep Pace with its Host Invasion

WebWe consider the Fisher-KPP equation in a wavelike shifting environment for which the wave profile of the environment is given by a monotonically decreasing function changing signs …

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Global Dynamics of an SEIR Epidemic Model with Vertical …

WebWe study a population model for an infectious disease that spreads in the host population through both horizontal and vertical transmission. The total host population is …

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Sparse Optimal Control of Pattern Formations for an SIR Reaction

WebAbstract. Pattern formation arising from the reaction-diffusion epidemic model is a space-time depiction of the distribution and transmission of infectious diseases. Disease control …

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