My research interest reside near the intersection of data science, stochastic processes, and modeling. Specific topics are listed below followed by a select list of publications.
Research Interests
Scalable Markov Chain Monte Carlo algorithms
Asymptotic properties of estimators and algorithms
Mathematical and statistical modeling of complex systems
Application of unsupervised learning techniques in data science
Select Publications (see google scholar profile for full list of publications)
R Ou, AL Young, D Sen, DB Dunson, Targeted Stochastic Gradient MCMC for HMMs with Rare Latent States, Bayesian Analysis Advance Publication 1-29, (2024)
O Melikechi, AL Young, T Tang, T Bowman, D Dunson, J Johndrow, Limits of epidemic prediction using SIR models, Journal of Mathematical Biology 85 (4), 36
LL Duan, AL Young, A Nishimura, and DB Dunson, Bayesian Constraint Relaxation, Biometrika (2020)
HE Brown, AL Young, J Lega, TG Andreadis, J Schurich, A Comrie, Projection of climate change influences on US West Nile virus vectors, Earth interactions 19 (18), 1-18