Learning sparse mixture‐of‐experts generalized linear models in ultrahigh dimensions
Abstract Motivated by the challenges of heterogeneity and high dimensionality in the analysis of modern data, we investigate continuous regularization methods for learning sparse mixture‐of‐experts generalized linear models (MoE‐GLM). Although there are foundational results about regularized estimators in a broad class of regression models including ...
Pengqi Liu, Abbas Khalili
wiley +1 more source
Residential altitude, aerosol optical depth, and diagnostic composition of biopsy-confirmed renal diseases: a single-center renal biopsy study from Yunnan, China. [PDF]
Wang X +11 more
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ABSTRACT Actin filaments exhibit isoform and species‐specific mechanical properties that are commonly quantified via their persistence length, yet the reliability of such measurements depends not only on the analysis method but also on dataset characteristics.
Peter Nietmann +3 more
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Association Between Self-Reported Weekly Physical Activity Duration and Echocardiographic Cardiac Structure and Function in Adults Aged ≥ 45 Years: A Cross-Sectional Study. [PDF]
Macek P +10 more
europepmc +1 more source
Uromodulin (UMOD) regulates tubular sodium handling and modulates NKCC2, the molecular target of loop diuretics (LD). Although UMOD variants have been associated with blood pressure and hypertension, their pharmacogenetic relevance in heart failure (HF) remains unknown.
Reinhold Kreutz +5 more
wiley +1 more source
Low‐dose aspirin is no longer routinely recommended for the primary prevention of cardiovascular disease in older adults due to a lack of net benefit over bleeding risk. We hypothesized that genetic subgroups may experience differential harm or benefit from aspirin therapy.
Peter D. Fransquet +8 more
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Pulmonary vein isolation durability in a randomized trial comparing fluoroscopy-only vs. electroanatomic mapping strategies for pulmonary vein isolation with balloon-in-basket pulsed-field ablation. [PDF]
Rodríguez Muñoz D +8 more
europepmc +1 more source
External control (EC) arms using routine data can be used as comparators in clinical trials under certain conditions. The objective of this study was to assess the ability of an EC arm to replicate outcomes of a randomized controlled trial (RCT) arm receiving the same treatment strategy in advanced stage classical Hodgkin lymphoma and serve as ...
Olivia Febvey‐Combes +8 more
wiley +1 more source
Joint analysis of longitudinal and recurrent event data: A functional regression approach with autoregressive frailty. [PDF]
Kong Z, Han Chiou S, Maalouf NM, Liu YL.
europepmc +1 more source

