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Relational hyperevent models for polyadic interaction networks

Authors: Jürgen Lerner, Alessandro Lomi

arXiv

Polyadic, or "multicast" social interaction networks arise when one sender addresses multiple receivers simultaneously. Currently available relational event models (REM) are not well suited to the ana...

mental health psychology open access

Robust Functional ANOVA with Application to Additive Manufacturing

Authors: Fabio Centofanti, Bianca Maria Colosimo, Marco Luigi Grasso, Alessandra Menafoglio, Biagio Palumbo, Simone Vantini

arXiv

The development of data acquisition systems is facilitating the collection of data that are apt to be modelled as functional data. In some applications, the interest lies in the identification of sign...

mental health psychology open access

Equitable Community Resilience: The Case of Winter Storm Uri in Texas

Authors: Ali Nejat, Laura Solitare, Edward Pettitt, Hamed Mohsenian-Rad

arXiv

Community resilience in the face of natural hazards relies on a community's potential to bounce back. A failure to integrate equity into resilience considerations results in unequal recovery and dispr...

mental health psychology open access

System-Agnostic Meta-Learning for MDP-based Dynamic Scheduling via Descriptive Policy

Authors: Hyun-Suk Lee

arXiv

Dynamic scheduling is an important problem in applications from queuing to wireless networks. It addresses how to choose an item among multiple scheduling items in each timestep to achieve a long-term...

mental health psychology open access

Fine-grained network traffic prediction from coarse data

Authors: Krzysztof Rusek, Mathias Drton

arXiv

ICT systems provide detailed information on computer network traffic. However, due to storage limitations, some of the information on past traffic is often only retained in an aggregated form. In this...

mental health psychology open access

Predicting COVID-19 Infections Using Multi-layer Centrality Measures in Population-scale Networks

Authors: Christine Hedde-von Westernhagen, Javier Garcia-Bernardo, Ayoub Bagheri

arXiv

Understanding the spread of SARS-CoV-2 has been one of the most pressing problems of the recent past. Network models present a potent approach to studying such spreading phenomena because of their abi...

mental health psychology open access

BVARs and Stochastic Volatility

Authors: Joshua Chan

arXiv

Bayesian vector autoregressions (BVARs) are the workhorse in macroeconomic forecasting. Research in the last decade has established the importance of allowing time-varying volatility to capture both s...

mental health psychology open access

Applications of the Theory of Aggregated Markov Processes in Stochastic Learning Theory

Authors: Fangyuan Lin

arXiv

A stochastic process that arises by composing a function with a Markov process is called an aggregated Markov process (AMP). The purpose of composing a Markov process with a function can be a reductio...

mental health psychology open access

A reluctant additive model framework for interpretable nonlinear individualized treatment rules

Authors: Jacob M. Maronge, Jared D. Huling, Guanhua Chen

arXiv

Individualized treatment rules (ITRs) for treatment recommendation is an important topic for precision medicine as not all beneficial treatments work well for all individuals. Interpretability is a de...

mental health psychology open access

Multivariate brain-cognition associations in euthymic bipolar disorder

Authors: Bethany Little, Carly Flowers, Andrew Blamire, Peter Thelwall, John-Paul Taylor, Peter Gallagher, David Andrew Cousins, Yujiang Wang

arXiv

Background: People with bipolar disorder (BD) tend to show widespread cognitive impairment compared to healthy controls. Impairments in processing speed (PS), attention, and executive function (EF) ma...

mental health psychology open access

A Directional Monitoring Approach of Sequential Incomplete Wind Power Curves with Copula-based Variational Inference

Authors: Peng Wang, Yanting Li, Fugee Tsung

arXiv

Wind turbines often work under complex conditions which result in performance degradation. Accurate performance degradation monitoring is essential to ensure the reliable operation of wind turbines an...

mental health psychology open access

Quantifying the value of information transfer in population-based SHM

Authors: Aidan J. Hughes, Jack Poole, Nikolaos Dervilis, Paul Gardner, Keith Worden

arXiv

Population-based structural health monitoring (PBSHM), seeks to address some of the limitations associated with data scarcity that arise in traditional SHM. A tenet of the population-based approach to...

mental health psychology open access

COVID-19 Economic Policy Effects on Consumer Spending and Foot Traffic in the U.S

Authors: Zhiqing Yang, Youngjun Choe, Matthew Martell

arXiv

To battle with economic challenges during the COVID-19 pandemic, the US government implemented various measures to mitigate economic loss. From issuance of stimulus checks to reopening businesses, con...

mental health psychology open access

Mitigating Included- and Omitted-Variable Bias in Estimates of Disparate Impact

Authors: Jongbin Jung, Sam Corbett-Davies, Johann D. Gaebler, Ravi Shroff, Sharad Goel

arXiv

Managers, employers, policymakers, and others often seek to understand whether decisions are biased against certain groups. One popular analytic strategy is to estimate disparities after adjusting for...

mental health psychology open access

Graph Autoencoders for Embedding Learning in Brain Networks and Major Depressive Disorder Identification

Authors: Fuad Noman, Chee-Ming Ting, Hakmook Kang, Raphael C. -W. Phan, Brian D. Boyd, Warren D. Taylor, Hernando Ombao

arXiv

Brain functional connectivity (FC) reveals biomarkers for identification of various neuropsychiatric disorders. Recent application of deep neural networks (DNNs) to connectome-based classification mos...

mental health psychology open access