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pro vyhledávání: '"Chattopadhyay, Shounak"'
Bayesian factor analysis is routinely used for dimensionality reduction in modeling of high-dimensional covariance matrices. Factor analytic decompositions express the covariance as a sum of a low rank and diagonal matrix. In practice, Gibbs sampling
Externí odkaz:
http://arxiv.org/abs/2404.03805
There is abundant interest in assessing the joint effects of multiple exposures on human health. This is often referred to as the mixtures problem in environmental epidemiology and toxicology. Classically, studies have examined the adverse health eff
Externí odkaz:
http://arxiv.org/abs/2210.09279
Publikováno v:
Journal of Machine Learning Research, 24(261), 1-46 (2023)
There is a rich literature on Bayesian methods for density estimation, which characterize the unknown density as a mixture of kernels. Such methods have advantages in terms of providing uncertainty quantification in estimation, while being adaptive t
Externí odkaz:
http://arxiv.org/abs/2003.07953
Akademický článek
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Autor:
Khera R; Section of Cardiovascular Medicine, Department of Internal Medicine, Yale University, New Haven, CT, 06510, USA.; Center for Outcomes Research and Evaluation (CORE), Yale New Haven Hospital, New Haven, CT, 06510, USA.; Section of Health Informatics, Department of Biostatistics, Yale School of Public Health, New Haven, CT, 06520, USA., Aminorroaya A; Section of Cardiovascular Medicine, Department of Internal Medicine, Yale University, New Haven, CT, 06510, USA., Dhingra LS; Section of Cardiovascular Medicine, Department of Internal Medicine, Yale University, New Haven, CT, 06510, USA., Thangaraj PM; Section of Cardiovascular Medicine, Department of Internal Medicine, Yale University, New Haven, CT, 06510, USA., Camargos AP; Section of Cardiovascular Medicine, Department of Internal Medicine, Yale University, New Haven, CT, 06510, USA., Bu F; Department of Biostatistics, University of Michigan - Ann Arbor, Ann Arbor, MI, 48105, USA., Ding X; Department of Biostatistics, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, 21205, USA., Nishimura A; Department of Biostatistics, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, 21205, USA., Anand TV; Department of Biomedical Informatics, Columbia University Irving Medical Center, New York, NY, 10027, USA., Arshad F; Department of Biostatistics, Fielding School of Public Health, University of California, Los Angeles, Los Angeles, CA, 90095, USA., Blacketer C; Observational Health Data Analytics, Janssen Research and Development, LLC, Titusville, NJ, 8560, USA., Chai Y; Department of Pharmacology and Pharmacy, LKS Faculty of Medicine, The University of Hong Kong., Chattopadhyay S; Department of Biostatistics, Fielding School of Public Health, University of California, Los Angeles, Los Angeles, CA, 90095, USA., Cook M; Department of Biostatistics, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, 21205, USA., Dorr DA; Department of Medical Informatics and Clinical Epidemiology, Oregon Health & Science University, Portland, OR, USA., Duarte-Salles T; Fundació Institut Universitari per a la recerca a l'Atenció Primària de Salut Jordi Gol i Gurina (IDIAPJGol), Barcelona, 8007, Spain.; Department of Medical Informatics, Erasmus University Medical Center, Rotterdam, The Netherlands., DuVall SL; Veterans Affairs Informatics and Computing Infrastructure, United States Department of Veterans Affairs, Salt Lake City, UT, USA.; Department of Internal Medicine, University of Utah School of Medicine, Salt Lake City, UT, USA., Falconer T; Department of Biomedical Informatics, Columbia University Irving Medical Center, New York, NY, 10027, USA., French TE; Tennessee Valley Healthcare System, Veterans Affairs Medical Center, Nashville, TN, USA.; Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, USA., Hanchrow EE; Tennessee Valley Healthcare System, Veterans Affairs Medical Center, Nashville, TN, USA.; Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, USA., Kaur G; Division of Population Health and Genomics, School of Medicine, University of Dundee, Dundee, DD1 9SY, United Kingdom., Lau WC; Research Department of Practice and Policy, School of Pharmacy, University College London, London, WC1H 9JP, United Kingdom.; Centre for Medicines Optimisation Research and Education, University College London Hospitals NHS Foundation Trust, London, United Kingdom.; Centre for Safe Medication Practice and Research, Department of Pharmacology and Pharmacy, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, Hong Kong.; Laboratory of Data Discovery for Health (D24H), Hong Kong Science Park, Hong Kong, Hong Kong., Li J; Data Transformation, Analytics, and Artificial Intelligence, Real World Solutions, IQVIA, Durham, NC, USA., Li K; Department of Biostatistics, Fielding School of Public Health, University of California, Los Angeles, Los Angeles, CA, 90095, USA., Liu Y; Section of Cardiovascular Medicine, Department of Internal Medicine, Yale University, New Haven, CT, 06510, USA.; Center for Outcomes Research and Evaluation (CORE), Yale New Haven Hospital, New Haven, CT, 06510, USA., Lu Y; Section of Cardiovascular Medicine, Department of Internal Medicine, Yale University, New Haven, CT, 06510, USA., Man KK; Research Department of Practice and Policy, School of Pharmacy, University College London, London, WC1H 9JP, United Kingdom.; Centre for Medicines Optimisation Research and Education, University College London Hospitals NHS Foundation Trust, London, United Kingdom.; Centre for Safe Medication Practice and Research, Department of Pharmacology and Pharmacy, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, Hong Kong.; Laboratory of Data Discovery for Health (D24H), Hong Kong Science Park, Hong Kong, Hong Kong., Matheny ME; Tennessee Valley Healthcare System, Veterans Affairs Medical Center, Nashville, TN, USA.; Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, USA., Mathioudakis N; Division of Endocrinology, Diabetes, and Metabolism, Johns Hopkins University School of Medicine, Baltimore, MD, USA., McLeggon JA; Department of Biomedical Informatics, Columbia University Irving Medical Center, New York, NY, 10027, USA., McLemore MF; Tennessee Valley Healthcare System, Veterans Affairs Medical Center, Nashville, TN, USA.; Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, USA., Minty E; Faculty of Medicine, O'Brien Institute for Public Health, University of Calgary, Calgary, AB, T2N4N1, Canada., Morales DR; Division of Population Health and Genomics, School of Medicine, University of Dundee, Dundee, DD1 9SY, United Kingdom., Nagy P; Division of Endocrinology, Diabetes, and Metabolism, Johns Hopkins University School of Medicine, Baltimore, MD, USA., Ostropolets A; Observational Health Data Analytics, Janssen Research and Development, LLC, Titusville, NJ, 8560, USA., Pistillo A; Fundació Institut Universitari per a la recerca a l'Atenció Primària de Salut Jordi Gol i Gurina (IDIAPJGol), Barcelona, 8007, Spain., Phan TP; School of Pharmacy, Taipei Medical University., Pratt N; Quality Use of Medicines and Pharmacy Research Centre, UniSA Clinical and Health Sciences, University of South Australia, Adelaide, Australia., Reyes C; Fundació Institut Universitari per a la recerca a l'Atenció Primària de Salut Jordi Gol i Gurina (IDIAPJGol), Barcelona, 8007, Spain., Richter L; Department of Biomedical Informatics, Columbia University Irving Medical Center, New York, NY, 10027, USA., Ross J; Section of General Medicine and National Clinician Scholars Program, Department of Internal Medicine, Yale School of Medicine, New Haven, CT, USA.; Center for Outcomes Research and Evaluation (CORE), Yale New Haven Hospital, New Haven, CT, 06510, USA., Ruan E; Department of Biomedical Informatics, Columbia University Irving Medical Center, New York, NY, 10027, USA., Seager SL; Data Transformation, Analytics, and Artificial Intelligence, Real World Solutions, IQVIA, London, UK., Simon KR; Tennessee Valley Healthcare System, Veterans Affairs Medical Center, Nashville, TN, USA.; Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, USA., Viernes B; Veterans Affairs Informatics and Computing Infrastructure, United States Department of Veterans Affairs, Salt Lake City, UT, USA.; Department of Internal Medicine, University of Utah School of Medicine, Salt Lake City, UT, USA., Yang J; Department of Computational Medicine, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, 90095, USA., Yin C; Data Transformation, Analytics, and Artificial Intelligence, Real World Solutions, IQVIA, Shanghai, China., You SC; Department of Biomedical Systems Informatics, Yonsei University College of Medicine, Seoul, South Korea.; Institute for Innovation in Digital Healthcare, Yonsei University College of Medicine, Seoul, South Korea., Zhou JJ; Department of Biostatistics, Fielding School of Public Health, University of California, Los Angeles, Los Angeles, CA, 90095, USA.; Department of Medicine, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, 90024, USA., Ryan PB; Department of Biomedical Informatics, Columbia University Irving Medical Center, New York, NY, 10027, USA., Schuemie MJ; Epidemiology, Office of the Chief Medical Officer, Johnson & Johnson, Titusville, NJ, 8560, USA., Krumholz HM; Center for Outcomes Research and Evaluation (CORE), Yale New Haven Hospital, New Haven, CT, 06510, USA.; Section of Cardiovascular Medicine, Department of Internal Medicine, Yale University, New Haven, CT, 06510, USA.; Section of Cardiovascular Medicine, Department of Health Policy and Management, Yale School of Public Health, New Haven, CT, 06510, USA., Hripcsak G; Department of Biomedical Informatics, Columbia University Irving Medical Center, New York, NY, 10027, USA., Suchard MA; Department of Biostatistics, Fielding School of Public Health, University of California, Los Angeles, Los Angeles, CA, 90095, USA.; Department of Biomathematics, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, USA.; Department of Human Genetics, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, USA.; Veterans Affairs Informatics and Computing Infrastructure, United States Department of Veterans Affairs, Salt Lake City, UT, USA.
Publikováno v:
MedRxiv : the preprint server for health sciences [medRxiv] 2024 Feb 08. Date of Electronic Publication: 2024 Feb 08.