Publications (25)
Robust estimation of mixing measures in finite mixture models
Nhat Ho, XuanLong Nguyen, Ya'acov Ritov
Bayesian Nonparametric Multilevel Clustering with Group-Level Contexts
Vu Nguyen, Dinh Phung, XuanLong Nguyen +2
Estimating divergence functionals and the likelihood ratio by convex risk minimization
XuanLong Nguyen, Martin J. Wainwright, Michael I. Jordan
Sequential detection of multiple change points in networks: a graphical model approach
Arash Ali Amini, XuanLong Nguyen
Local inversion-free estimation of spatial Gaussian processes
Hossein Keshavarz, XuanLong Nguyen, Clayton Scott
On posterior contraction of parameters and interpretability in Bayesian mixture modeling
Aritra Guha, Nhat Ho, XuanLong Nguyen
On the consistency of inversion-free parameter estimation for Gaussian random fields
Hossein Keshavarz, Clayton Scott, XuanLong Nguyen
Posterior contraction of the population polytope in finite admixture models
XuanLong Nguyen
Singularity structures and impacts on parameter estimation in finite mixtures of distributions
Nhat Ho, XuanLong Nguyen
A Layered Aggregate Engine for Analytics Workloads
Maximilian Schleich, Dan Olteanu, Mahmoud Abo Khamis +2
On surrogate loss functions and $f$-divergences
XuanLong Nguyen, Martin J. Wainwright, Michael I. Jordan
Conic Scan-and-Cover algorithms for nonparametric topic modeling
Mikhail Yurochkin, Aritra Guha, XuanLong Nguyen
Convergence of latent mixing measures in finite and infinite mixture models
XuanLong Nguyen
Geometric Dirichlet Means algorithm for topic inference
Mikhail Yurochkin, XuanLong Nguyen
Bayesian inference as iterated random functions with applications to sequential inference in graphical models
Arash A. Amini, XuanLong Nguyen
Dirichlet Simplex Nest and Geometric Inference
Mikhail Yurochkin, Aritra Guha, Yuekai Sun +1
On optimal quantization rules for some problems in sequential decentralized detection
XuanLong Nguyen, Martin J. Wainwright, Michael I. Jordan
Borrowing strengh in hierarchical Bayes: Posterior concentration of the Dirichlet base measure
XuanLong Nguyen
Modeling The Stable Operating Envelope For Partially Stable Combustion Engines Using Class Imbalance Learning
Vijay Manikandan Janakiraman, XuanLong Nguyen, Jeff Sterniak +1
AC/DC: In-Database Learning Thunderstruck
Mahmoud Abo Khamis, Hung Q. Ngo, XuanLong Nguyen +2
Optimal change point detection in Gaussian processes
Hossein Keshavarz, Clayton Scott, XuanLong Nguyen
Identifiability and optimal rates of convergence for parameters of multiple types in finite mixtures
Nhat Ho, XuanLong Nguyen
Multi-way Interacting Regression via Factorization Machines
Mikhail Yurochkin, XuanLong Nguyen, Nikolaos Vasiloglou
Multilevel Clustering via Wasserstein Means
Nhat Ho, XuanLong Nguyen, Mikhail Yurochkin +3
Inference of global clusters from locally distributed data
XuanLong Nguyen