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Showing 15 of 20167 papers

Impact of the adjustment of stratification factors on time-to-event analyses

Authors: Madan G. Kundu, Shoubhik Mondal

arXiv

In a stratified clinical trial design with time to event end points, stratification factors are often accounted for the log-rank test and the Cox regression analyses. In this work, we have evaluated t...

mental health psychology open access

Identifying group contributions in NBA lineups with spectral analysis

Authors: Stephen Devlin, David Uminsky

arXiv

We address the question of how to quantify the contributions of groups of players to team success. Our approach is based on spectral analysis, a technique from algebraic signal processing, which has s...

mental health psychology open access

Auditory streaming emerges from fast excitation and slow delayed inhibition

Authors: Andrea Ferrario, James Rankin

arXiv

In the auditory streaming paradigm alternating sequences of pure tones can be perceived as a single galloping rhythm (integration) or as two sequences with separated low and high tones (segregation)....

mental health psychology open access

Inferring Causal Networks of Dynamical Systems through Transient Dynamics and Perturbation

Authors: George Stepaniants, Bingni W. Brunton, J. Nathan Kutz

arXiv

Inferring causal relations from time series measurements is an ill-posed mathematical problem, where typically an infinite number of potential solutions can reproduce the given data. We explore in dep...

mental health psychology open access

Scale-Space Autoencoders for Unsupervised Anomaly Segmentation in Brain MRI

Authors: Christoph Baur, Benedikt Wiestler, Shadi Albarqouni, Nassir Navab

arXiv

Brain pathologies can vary greatly in size and shape, ranging from few pixels (i.e. MS lesions) to large, space-occupying tumors. Recently proposed Autoencoder-based methods for unsupervised anomaly s...

mental health psychology open access

Locked in Syndrome Machine Learning Classification using Sentence Comprehension EEG Data

Authors: Daniël van den Corput

arXiv

Locked-in Syndrome patients are often misdiagnosed and face pessimistic prognosis because of similarities with disorders of consciousness, a lack of objective biomarkers and a difficult-to-recognize p...

mental health psychology open access

Diagnosis Prevalence vs. Efficacy in Machine-learning Based Diagnostic Decision Support

Authors: Gil Alon, Elizabeth Chen, Guergana Savova, Carsten Eickhoff

arXiv

Many recent studies use machine learning to predict a small number of ICD-9-CM codes. In practice, on the other hand, physicians have to consider a broader range of diagnoses. This study aims to put t...

mental health psychology open access

Bayesian Sampling Bias Correction: Training with the Right Loss Function

Authors: L. Le Folgoc, V. Baltatzis, A. Alansary, S. Desai, A. Devaraj, S. Ellis, O. E. Martinez Manzanera, F. Kanavati, A. Nair, J. Schnabel, B. Glocker

arXiv

We derive a family of loss functions to train models in the presence of sampling bias. Examples are when the prevalence of a pathology differs from its sampling rate in the training dataset, or when a...

mental health psychology open access

BAGEL: A Bayesian Graphical Model for Inferring Drug Effect Longitudinally on Depression in People with HIV

Authors: Yuliang Li, Yang Ni, Leah H. Rubin, Amanda B. Spence, Yanxun Xu

arXiv

Access and adherence to antiretroviral therapy (ART) has transformed the face of HIV infection from a fatal to a chronic disease. However, ART is also known for its side effects. Studies have reported...

mental health psychology open access

A Perspective on Gaussian Processes for Earth Observation

Authors: Gustau Camps-Valls, Dino Sejdinovic, Jakob Runge, Markus Reichstein

arXiv

Earth observation (EO) by airborne and satellite remote sensing and in-situ observations play a fundamental role in monitoring our planet. In the last decade, machine learning and Gaussian processes (...

mental health psychology open access

Deep brain state classification of MEG data

Authors: Ismail Alaoui Abdellaoui, Jesus Garcia Fernandez, Caner Sahinli, Siamak Mehrkanoon

arXiv

Neuroimaging techniques have shown to be useful when studying the brain's activity. This paper uses Magnetoencephalography (MEG) data, provided by the Human Connectome Project (HCP), in combination wi...

mental health psychology open access

Multivariate white matter alterations are associated with epilepsy duration

Authors: Tom W. Owen, Jane de Tisi, Sjoerd B. Vos, Gavin P. Winston, John S. Duncan, Yujiang Wang, Peter N. Taylor

arXiv

Previous studies investigating associations between white matter alterations and duration of temporal lobe epilepsy (TLE) have shown differing results, and were typically limited to univariate analyse...

mental health psychology open access

Design aspects of COVID-19 treatment trials: Improving probability and time of favourable events

Authors: Jan Beyersmann, Tim Friede, Claudia Schmoor

arXiv

As a reaction to the pandemic of the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), a multitude of clinical trials for the treatment of SARS-CoV-2 or the resulting corona disease (COVID...

mental health psychology open access

Filtering and improved Uncertainty Quantification in the dynamic estimation of effective reproduction numbers

Authors: Marcos A. Capistrán, Antonio Capella, J. Andrés Christen

arXiv

The effective reproduction number $R_t$ measures an infectious disease's transmissibility as the number of secondary infections in one reproduction time in a population having both susceptible and non...

mental health psychology open access

Bayesian hierarchical space-time models to improve multispecies assessment by combining observations from disparate fish surveys

Authors: Chibuzor C. Nnanatu, Murray S. A. Thompson, Michael A. Spence, Elena Couce, Jeroen van der Kooij, Christopher P. Lynam

arXiv

Many wild species affected by human activities require multiple surveys with differing designs to capture behavioural response to wide ranging habitat conditions and map and quantify them. While data...

mental health psychology open access