Current projects:
- Proportions of variants of concern in wastewater samples space and time
- See this notebook for a description of the data.
- Estimation of the proportions using GAM and Machine Learning methods.
- For example, Basic Linear Models and Time-Varying Coefficients Models.
- Estimation of the variants using unsupervised/clustering methods
- Analysis of residuals and model diagnostics for reconstructions of wastewater mutations data.
- Determination of the "correct" number of wastewater sampling sites
- See this paper for the basics.
- Modifications to DBSCAN based on the structure of the data, in particular a change in the definition of "central" points to include relations, rather than distances.
- Sports analytics projects TBD
- Especially spatial models of play area usage using event data.
- Wildland fire projects TBD
- Especially detection of patterns in latent representations of the processes.