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The Right Tools for the Job: The Case for Spatial Science Tool-Building

Authors: Geoff Boeing

arXiv

This paper was presented as the 8th annual Transactions in GIS plenary address at the American Association of Geographers annual meeting in Washington, DC. The spatial sciences have recently seen grow...

mental health psychology open access

Toward the quantification of cognition

Authors: Richard Granger

arXiv

The machinery of the human brain -- analog, probabilistic, embodied -- can be characterized computationally, but what machinery confers what computational powers? Any such system can be abstractly cas...

mental health psychology open access

An Initial Exploration of Bayesian Model Calibration for Estimating the Composition of Rocks and Soils on Mars

Authors: Claire-Alice Hébert, Earl Lawrence, Kary Myers, James P. Colgan, Elizabeth J. Judge

arXiv

The Mars Curiosity rover carries an instrument, ChemCam, designed to measure the composition of surface rocks and soil using laser-induced breakdown spectroscopy (LIBS). The measured spectra from this...

mental health psychology open access

A Bayesian response-adaptive dose finding and comparative effectiveness trial

Authors: Anna Heath, Maryna Yaskina, Petros Pechlivanoglou, Juan David Rios, Martin Offringa, Terry P Klassen, Naveen Poonai, Eleanor Pullenayegum

arXiv

Aims: Combinations of treatments can offer additional benefit over the treatments individually. However, trials of these combinations are lower priority than the development of novel therapies, which...

mental health psychology open access

Considerations for developing predictive models of crime and new methods for measuring their accuracy

Authors: Chaitanya Joshi, Clayton D'Ath, Sophie Curtis-Ham, Deane Searle

arXiv

Developing spatio-temporal crime prediction models, and to a lesser extent, developing measures of accuracy and operational efficiency for them, has been an active area of research for almost two deca...

mental health psychology open access

Perfect Sampling of Multivariate Hawkes Process

Authors: Xinyun Chen, Xiuwen Wang

arXiv

As an extension of self-exciting Hawkes process, the multivariate Hawkes process models counting processes of different types of random events with mutual excitement. In this paper, we present a perfe...

mental health psychology open access

A Causal Inference Approach to Measure the Vulnerability of Urban Metro Systems

Authors: Nan Zhang, Daniel J. Graham, Daniel Hörcher, Prateek Bansal

arXiv

Transit operators need vulnerability measures to understand the level of service degradation under disruptions. This paper contributes to the literature with a novel causal inference approach for esti...

mental health psychology open access

To BAN or not to BAN: Bayesian Attention Networks for Reliable Hate Speech Detection

Authors: Kristian Miok, Blaz Skrlj, Daniela Zaharie, Marko Robnik-Sikonja

arXiv

Hate speech is an important problem in the management of user-generated content. To remove offensive content or ban misbehaving users, content moderators need reliable hate speech detectors. Recently,...

mental health psychology open access

Evaluating Fairness Using Permutation Tests

Authors: Cyrus DiCiccio, Sriram Vasudevan, Kinjal Basu, Krishnaram Kenthapadi, Deepak Agarwal

arXiv

Machine learning models are central to people's lives and impact society in ways as fundamental as determining how people access information. The gravity of these models imparts a responsibility to mo...

mental health psychology open access

Prediction of the Subjective Impression of Passenger Car Roll Dynamics on the Driver Based on Frequency-Domain Characteristic Values

Authors: Andreas Apfelbeck, Stefan Wegner, Roman Henze, Ferit Küçükay

arXiv

Characteristic values are essential for the design and assessment of driving dynamics during the early stages of the development process of passenger cars. Compared to other aspects of vehicle dynamic...

mental health psychology open access

Estimating TVP-VAR models with time invariant long-run multipliers

Authors: Denis Belomestny, Ekaterina Krymova, Andrey Polbin

arXiv

The main goal of this paper is to develop a methodology for estimating time varying parameter vector auto-regression (TVP-VAR) models with a timeinvariant long-run relationship between endogenous vari...

mental health psychology open access

Vision as an Energy-Driven Process

Authors: Robert Pepperell

arXiv

It is frequently assumed that the fundamental purpose of vision is to extract information from light and process it in the brain in order to gain knowledge about environmental objects. Treating vision...

mental health psychology open access

Superlinear Precision and Memory in Simple Population Codes

Authors: Jimmy H. J. Kim, Ila Fiete, David J. Schwab

arXiv

The brain constructs population codes to represent stimuli through widely distributed patterns of activity across neurons. An important figure of merit of population codes is how much information abou...

mental health psychology open access

Two-step penalised logistic regression for multi-omic data with an application to cardiometabolic syndrome

Authors: Alessandra Cabassi, Denis Seyres, Mattia Frontini, Paul D. W. Kirk

arXiv

Building classification models that predict a binary class label on the basis of high dimensional multi-omics datasets poses several challenges, due to the typically widely differing characteristics o...

mental health psychology open access

Application of Bayesian Dynamic Linear Models to Random Allocation Clinical Trials

Authors: Albert. H. Lee, Edward L Boone, Roy T. Sabo, Erin Donahue

arXiv

Random allocation models used in clinical trials aid researchers in determining which of a particular treatment provides the best results by reducing bias between groups. Often however, this determina...

mental health psychology open access