Publications + Projects

Publications: (peer-reviewed + pre-prints)

For the most up-to-date list of Vianey's publications, click here.

Student publications:

Copula Modelling of Serially Correlated Multivariate Data with Hidden Structures (2022) arXiv:2207.04127

Authors: Robert Zimmerman, Radu Craiu, Vianey Leos Barajas

A new family of smooth copulas with arbitrarily irregular densities (2022) arXiv:2204.04336

Authors: Michaël Lalancette, Robert Zimmerman
Hidden Markov and semi-Markov models: When and why are these models useful to classify states in time series data? (2021) arXiv:2105.11490 Accepted in the Journal of Agricultural, Biological and Environmental Statistics (JABES)

Authors: Sofia Ruiz Suarez, Vianey Leos Barajas, Juan M Morales

Using approximate Bayesian inference for a “steps and turns” continuous-time random walk observed at regular time intervals (2020) PeerJ

Authors: Sofia Ruiz Suarez, Vianey Leos Barajas, Ignacio Alvarez Castro, Juan M Morales

Student Projects: (non-dissertation related)

Simultaneous Detrending and Flare Detection using Gaussian Process with HMMs

Lead: Yunyi Shen

Github Repo: https://github.com/YunyiShen/CeleriteQFD

In collaboration with:

Gwen Eadie, Josh Speagle

Modeling the Feedback Between Thermoregulation and Behavior in Lizards

Leads: Simone Collier + Sophie Berkowitz

Github Repo: https://github.com/simonecollier/lizardHMM

In collaboration with:

Sierra Spears, Ciara Pettit, Eric Gangloff

Multi-scale Modeling of Time Series Data for Classification of Shark Behavior

Lead: Jessica Long

Github Repo: https://github.com/longjess/hornsharkHMM

In collaboration with:

Emily Meese, Chris Lowe (Shark Lab)

Spatial Modeling of Leopard Shark Aggregations

Lead: Vinky Wang

In collaboration with:

Jack May, Chris Lowe (Shark Lab)

A Continuous-Time Movement Model for Acoustic Telemetry Data

Lead: Juan Pablo Diaz Martinez

In collaboration with:

Nathan Bacheler

Conceptual Introduction to Hidden Markov Models for Classification

Leads: Sofia Ruiz Suarez + Robert Zimmerman

In collaboration with:

Radu Craiu, Juan Morales

Modeling Basketball Movement Data with Hidden Markov Models

Lead: Yun-Hsiang Chan

Github Repo: https://github.com/rachan1637/Basketball-case-study-by-HMM

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