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In studying the marginal effect of antidepressants on body mass index using electronic health records data, we face several challenges. Patients' characteristics can affect the exposure (confounding) as well as the timing of routine visits…

应用统计 · 统计学 2021-06-29 Janie Coulombe , Erica E. M. Moodie , Robert W. Platt , Christel Renoux

Identifying and utilising various biomarkers for tracking Alzheimer's disease (AD) progression have received many recent attentions and enable helping clinicians make the prompt decisions. Traditional progression models focus on extracting…

机器学习 · 计算机科学 2023-11-08 Xulong Wang , Yu Zhang , Menghui Zhou , Tong Liu , Jun Qi , Po Yang

Longitudinal analyses are increasingly used in clinical studies as they allow the study of subtle changes over time within the same subjects. In most of these studies, it is necessary to align all the images studied to a common reference by…

定量方法 · 定量生物学 2025-05-16 Aurélie Lebrun , Michel Bottlaender , Julien Lagarde , Marie Sarazin , Yann Leprince

Amyotrophic lateral sclerosis (ALS) is a severe disease with a typical survival of 3-5 years after symptom onset. Current treatments offer only limited life extension, and the variability in patient responses highlights the need for…

机器学习 · 计算机科学 2025-11-05 Guillaume Tejedor , Veronika Peralta , Nicolas Labroche , Patrick Marcel , Hélène Blasco , Hugo Alarcan

We propose to learn multiple local Mahalanobis distance metrics to perform k-nearest neighbor (kNN) classification of temporal sequences. Temporal sequences are first aligned by dynamic time warping (DTW); given the alignment path,…

机器学习 · 计算机科学 2016-06-14 Jiaping Zhao , Zerong Xi , Laurent Itti

Bimodal stimulation, combining cochlear implant (CI) and acoustic input from the opposite ear, typically enhances speech perception but varies due to factors like temporal mismatch. Previously, we used cortical auditory evoked potentials…

神经元与认知 · 定量生物学 2025-01-29 Hanna Dolhopiatenko , Waldo Nogueira

Epileptic biomarkers play a crucial role in identifying the origin of seizures, an essential aspect of pre-surgical planning for epilepsy treatment. These biomarkers can vary significantly over time. By studying these temporal fluctuations,…

信号处理 · 电气工程与系统科学 2025-11-11 Mehdi Zekriyapanah Gashti , Mostafa Mohammadpour , Hassan Eshkiki , Vahid Ghanbarizadeh

Purpose: To investigate the effect of anisotropic magnetic microstructure on the measurable Larmor frequency offset in media with heterogeneous magnetic susceptibility. Specific objectives were (i) validation of recently developed theory…

软凝聚态物质 · 物理学 2019-10-23 Alexander Ruh , Valerij G. Kiselev

The primary analysis of clinical trials in diabetes therapeutic area often involves a mixed-model repeated measure (MMRM) approach to estimate the average treatment effect for longitudinal continuous outcome, and a generalized linear mixed…

应用统计 · 统计学 2022-08-03 Lingjing Jiang , Michael Rosenblum , Yu Du

Composite endpoints that combine multiple outcomes on different scales are common in clinical trials, particularly in chronic conditions. In many of these cases, patients will have to cross a predefined responder threshold in each of the…

统计方法学 · 统计学 2019-02-20 Martina McMenamin , Jessica K. Barrett , Anna Berglind , James M. S. Wason

Anti-seizure medications (ASMs) are the primary treatment for epilepsy, yet medication tapering effects have not been investigated in a dose, region, and time-dependent manner, despite their potential impact on research and clinical…

We define a Bayesian semi-parametric model to effectively conduct inference with unaligned longitudinal binary data. The proposed strategy is motivated by data from the Human Epilepsy Project (HEP), which collects seizure occurrence data…

统计方法学 · 统计学 2025-05-13 Beatrice Cantoni , Giovanni Poli , Elizabeth Juarez-Colunga , Peter Müller

Fragility index and cooperativity length characterizing the molecular mobility in the amorphous phase are for the first time calculated in drawn polylactide (PLA). The microstructure of the samples is investigated from wide-angle X-ray…

软凝聚态物质 · 物理学 2015-09-18 Nicolas Delpouve , Laurent Delbreilh , Grégory Stoclet , Allisson Saiter , Eric Dargent

Recently, renormalized entropy was proposed as a novel measure of relative entropy (P. Saparin et al., Chaos, Solitons & Fractals 4, 1907 (1994)) and applied to several physiological time sequences, including EEGs of patients with epilepsy.…

生物物理 · 物理学 2016-09-08 R. Quian Quiroga , J. Arnhold , K. Lehnertz , P. Grassberger

If dark matter is ultra-light and has certain Standard Model interactions, it can change the mass-radius relation of white dwarf stars. The coherence length of ultra-light dark matter imparts spatial correlations in deviations from the…

太阳与恒星天体物理 · 物理学 2025-10-02 Nicole R. Crumpler , Nadia L. Zakamska , Gautham Adamane Pallathadka , Kareem El-Badry

Epilepsy is a chronic neurological disorder characterized by recurrent unprovoked seizures, affects over 50 million people worldwide, and poses significant risks, including sudden unexpected death in epilepsy (SUDEP). Conventional unimodal…

神经与进化计算 · 计算机科学 2026-01-12 Ijaz Ahmad , Faizan Ahmad , Sunday Timothy Aboyeji , Yongtao Zhang , Peng Yang , Javed Ali Khan , Rab Nawaz , Baiying Lei

Randomization ensures that observed and unobserved covariates are balanced, on average. However, randomizing units to treatment and control often leads to covariate imbalances in realization, and such imbalances can inflate the variance of…

统计理论 · 数学 2020-02-11 Zach Branson , Stephane Shao

Purpose: Diffusion weighted MRI (dMRI) and its models of neural structure provide insight into human brain organization and variations in white matter. A recent study by McMaster, et al. showed that complex graph measures of the connectome,…

To study the processes and mechanisms of the correlation between space and time, particularly between lengths and durations in human perception, a special method (device and procedure) to conduct this experiment was designed and called LDR…

神经元与认知 · 定量生物学 2011-01-20 Lev Isaakovich Soyfer

Topological data analysis (TDA) approaches are becoming increasingly popular for studying the dependence patterns in multivariate time series data. In particular, various dependence patterns in brain networks may be linked to specific tasks…

统计方法学 · 统计学 2023-12-04 Anass B. El-Yaagoubi , Hernando Ombao