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Biomarker-guided heterogeneity analysis of genetic regulations via multivariate sparse fusion

Authors: Sanguo Zhang, Xiaonan Hu, Ziye Luo, Yu Jiang, Yifan Sun, Shuangge Ma

arXiv

Heterogeneity is a hallmark of many complex diseases. There are multiple ways of defining heterogeneity, among which the heterogeneity in genetic regulations, for example GEs (gene expressions) by CNV...

mental health psychology open access

Understanding transit ridership in an equity context through a comparison of statistical and machine learning algorithms

Authors: Elnaz Yousefzadeh Barri, Steven Farber, Hadi Jahanshahi, Eda Beyazit

arXiv

Building an accurate model of travel behaviour based on individuals' characteristics and built environment attributes is of importance for policy-making and transportation planning. Recent experiments...

mental health psychology open access

Bayesian Semiparametric Model for Sequential Treatment Decisions with Informative Timing

Authors: Arman Oganisian, Kelly D. Getz, Todd A. Alonzo, Richard Aplenc, Jason A. Roy

arXiv

We develop a Bayesian semi-parametric model for the estimating the impact of dynamic treatment rules on survival among patients diagnosed with pediatric acute myeloid leukemia (AML). The data consist...

mental health psychology open access

Downscaling Extreme Rainfall Using Physical-Statistical Generative Adversarial Learning

Authors: Anamitra Saha, Sai Ravela

arXiv

Modeling the risk of extreme weather events in a changing climate is essential for developing effective adaptation and mitigation strategies. Although the available low-resolution climate models captu...

mental health psychology open access

Prototype matching: children's preference for forming scientific concepts

Authors: Zhong Wang, Yi Zhang, Yi Jiang

arXiv

Inspired by a sample lesson, this paper studies and discusses children's preferences in learning scientific concepts. In a "Dissolution" lesson, one of the students took the demonstration experiment o...

mental health psychology open access

Genetic underpinnings of brain structural connectome for young adults

Authors: Yize Zhao, Changgee Chang, Jingwen Zhang, Zhengwu Zhang

arXiv

With distinct advantages in power over behavioral phenotypes, brain imaging traits have become emerging endophenotypes to dissect molecular contributions to behaviors and neuropsychiatric illnesses. A...

mental health psychology open access

The relationship between the interdisciplinary activation of children's scientific concepts and their mastery of basic knowledges: a pre study based on reaction times

Authors: Zhong Wang, Zhen Cui, Yi Zhang

arXiv

The activation of scientific concepts (such as association) is not only an important way for children to organize scientific knowledges, but also an important way for them to learn complex concepts (s...

mental health psychology open access

Optimal Pose Estimation and Covariance Analysis with Simultaneous Localization and Mapping Applications

Authors: Saeed Maleki, Adhiti Raman, Yang Cheng, John Crassidis, Matthias Schmid

arXiv

This work provides a theoretical analysis for optimally solving the pose estimation problem using total least squares for vector observations from landmark features, which is central to applications i...

mental health psychology open access

A Spectral Method for Assessing and Combining Multiple Data Visualizations

Authors: Rong Ma, Eric D. Sun, James Zou

arXiv

Dimension reduction and data visualization aim to project a high-dimensional dataset to a low-dimensional space while capturing the intrinsic structures in the data. It is an indispensable part of mod...

mental health psychology open access

Modelling the Bitcoin prices and the media attention to Bitcoin via the jump-type processes

Authors: Ekaterina Morozova, Vladimir Panov

arXiv

In this paper, we present a new bivariate model for the joint description of the Bitcoin prices and the media attention to Bitcoin. Our model is based on the class of the Lévy processes and is able to...

mental health psychology open access

Exploring the impact of weather on Metro demand forecasting using machine learning method

Authors: Yiming Hu, Yangchuan Huang, Shuying Liu, Yuanyang Qi, Danhui Bai

arXiv

Urban rail transit provides significant comprehensive benefits such as large traffic volume and high speed, serving as one of the most important components of urban traffic construction management and...

mental health psychology open access

Markov-modulated marked Poisson processes for modelling disease dynamics based on medical claims data

Authors: Sina Mews, Bastian Surmann, Lena Hasemann, Svenja Elkenkamp

arXiv

We explore Markov-modulated marked Poisson processes (MMMPPs) as a natural framework for modelling patients' disease dynamics over time based on medical claims data. In claims data, observations do no...

mental health psychology open access

Regulation of Mouse Learning and Mood by the Anti-Inflammatory Cytokine Interleukin-10

Authors: Ryan Joseph Worthen

arXiv

Major depressive disorder is a widespread mood disorder. One of the most debilitating symptoms patients often experience is cognitive impairment. Recent findings suggest that inflammation is associate...

mental health psychology open access

On fixed and uncertain mixture prior weights

Authors: Beat Neuenschwander, Simon Wandel, Satrajit Roychoudhury, Heinz Schmidli

arXiv

This paper focuses on the specification of the weights for the components of mixture priors.

mental health psychology open access

Sparse wavelet-based solutions for the M/EEG inverse problem

Authors: Samy Mokhtari, Jean-Michel Badier, Christian G. Bénar, Bruno Torrésani

arXiv

This paper is concerned with variational and Bayesian approaches to neuro-electromagnetic inverse problems (EEG and MEG). The strong indeterminacy of these problems is tackled by introducing sparsity...

mental health psychology open access