Papers
Stability Bounds for Non-i.i.d. Processes
Mehryar Mohri, Afshin Rostamizadeh
Discovering Weakly-Interacting Factors in a Complex Stochastic Process
Charlie Frogner, Avi Pfeffer
Efficient multiple hyperparameter learning for log-linear models
Chuan-sheng Foo, Chuong B. Do, Andrew Y. Ng
Subspace-Based Face Recognition in Analog VLSI
Gonzalo Carvajal, Waldo Valenzuela, Miguel Figueroa
Modelling motion primitives and their timing in biologically executed movements
Ben Williams, Marc Toussaint, Amos J. Storkey
Sparse Overcomplete Latent Variable Decomposition of Counts Data
Madhusudana Shashanka, Bhiksha Raj, Paris Smaragdis
Augmented Functional Time Series Representation and Forecasting with Gaussian Processes
Nicolas Chapados, Yoshua Bengio
Variational Inference for Diffusion Processes
Cédric Archambeau, Manfred Opper, Yuan Shen et al.
Cluster Stability for Finite Samples
Ohad Shamir, Naftali Tishby
A Bayesian LDA-based model for semi-supervised part-of-speech tagging
Kristina Toutanova, Mark Johnson
Learning the 2-D Topology of Images
Nicolas L. Roux, Yoshua Bengio, Pascal Lamblin et al.
A Probabilistic Approach to Language Change
Alexandre Bouchard-côté, Percy Liang, Dan Klein et al.
On Sparsity and Overcompleteness in Image Models
Pietro Berkes, Richard Turner, Maneesh Sahani
Optimal ROC Curve for a Combination of Classifiers
Marco Barreno, Alvaro Cardenas, J. D. Tygar
Anytime Induction of Cost-sensitive Trees
Saher Esmeir, Shaul Markovitch
Expectation Maximization and Posterior Constraints
Kuzman Ganchev, Ben Taskar, João Gama
Variational inference for Markov jump processes
Manfred Opper, Guido Sanguinetti
Learning with Tree-Averaged Densities and Distributions
Sergey Kirshner
Estimating divergence functionals and the likelihood ratio by penalized convex risk minimization
Xuanlong Nguyen, Martin J. Wainwright, Michael I. Jordan
Local Algorithms for Approximate Inference in Minor-Excluded Graphs
Kyomin Jung, Devavrat Shah
Predicting human gaze using low-level saliency combined with face detection
Moran Cerf, Jonathan Harel, Wolfgang Einhaeuser et al.
Random Sampling of States in Dynamic Programming
Chris Atkeson, Benjamin Stephens
Computing Robust Counter-Strategies
Michael Johanson, Martin Zinkevich, Michael Bowling
Continuous Time Particle Filtering for fMRI
Lawrence Murray, Amos J. Storkey