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 ZimmermanHidden 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
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
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
Spatial Modeling of Leopard Shark Aggregations
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
Modeling Basketball Movement Data with Hidden Markov Models
Lead: Yun-Hsiang Chan
Github Repo: https://github.com/rachan1637/Basketball-case-study-by-HMM