Stat-Ml
Escaping the curse of dimensionality with a tree-based regressor
Catching Up Faster by Switching Sooner: A Prequential Solution to the AIC-BIC Dilemma
Algorithmic Detection of Computer Generated Text
Exact Synchronization for Finite-State Sources
Support Vector Machines for Additive Models: Consistency and Robustness
Principal Graphs and Manifolds
Simulated Annealing: Rigorous finite-time guarantees for optimization on continuous domains
On Ranking Senators By Their Votes
Bayesian MAP Model Selection of Chain Event Graphs
High Dimensional Nonlinear Learning using Local Coordinate Coding
Efficient Bayesian analysis of multiple changepoint models with dependence across segments
Using a Kernel Adatron for Object Classification with RCS Data
Graph-Structured Multi-task Regression and an Efficient Optimization Method for General Fused Lasso
Mixed membership stochastic blockmodels
Summarization and Classification of Non-Poisson Point Processes
Rapid Adaptation of POS Tagging for Domain Specific Uses
Convergent Bayesian formulations of blind source separation and electromagnetic source estimation
Domain Adaptations for Computer Vision Applications
Strong oracle optimality of folded concave penalized estimation
Efficient Point-to-Subspace Query in $ell^1$: Theory and Applications in Computer Vision
TrueLabel + Confusions: A Spectrum of Probabilistic Models in Analyzing Multiple Ratings
Feature Selection Using Classifier in High Dimensional Data
