Papers
Nonparametric regression and classification with joint sparsity constraints
Han Liu, Larry Wasserman, John D. Lafferty
Look Ma, No Hands: Analyzing the Monotonic Feature Abstraction for Text Classification
Doug Downey, Oren Etzioni
Beyond Novelty Detection: Incongruent Events, when General and Specific Classifiers Disagree
Daphna Weinshall, Hynek Hermansky, Alon Zweig et al.
Multi-Agent Filtering with Infinitely Nested Beliefs
Luke Zettlemoyer, Brian Milch, Leslie P. Kaelbling
Tighter Bounds for Structured Estimation
Olivier Chapelle, Chuong B. Do, Choon H. Teo et al.
Regularized Co-Clustering with Dual Supervision
Vikas Sindhwani, Jianying Hu, Aleksandra Mojsilovic
The Conjoint Effect of Divisive Normalization and Orientation Selectivity on Redundancy Reduction
Fabian H. Sinz, Matthias Bethge
Exact Convex Confidence-Weighted Learning
Koby Crammer, Mark Dredze, Fernando Pereira
Fast Prediction on a Tree
Mark Herbster, Massimiliano Pontil, Sergio R. Galeano
Robust Near-Isometric Matching via Structured Learning of Graphical Models
Alex J. Smola, Julian J. Mcauley, Tibério S. Caetano
Offline Handwriting Recognition with Multidimensional Recurrent Neural Networks
Alex Graves, Jürgen Schmidhuber
Bounding Performance Loss in Approximate MDP Homomorphisms
Jonathan Taylor, Doina Precup, Prakash Panagaden
An Efficient Sequential Monte Carlo Algorithm for Coalescent Clustering
Dilan Gorur, Yee W. Teh
Using Bayesian Dynamical Systems for Motion Template Libraries
Silvia Chiappa, Jens Kober, Jan R. Peters
Diffeomorphic Dimensionality Reduction
Christian Walder, Bernhard Schölkopf
How memory biases affect information transmission: A rational analysis of serial reproduction
Jing Xu, Thomas L. Griffiths
Stress, noradrenaline, and realistic prediction of mouse behaviour using reinforcement learning
Carmen Sandi, Wulfram Gerstner, Gediminas Lukšys
Model Selection in Gaussian Graphical Models: High-Dimensional Consistency of \boldmath$\ell_1$-regularized MLE
Garvesh Raskutti, Bin Yu, Martin J. Wainwright et al.
Kernel-ARMA for Hand Tracking and Brain-Machine interfacing During 3D Motor Control
Lavi Shpigelman, Hagai Lalazar, Eilon Vaadia
PSDBoost: Matrix-Generation Linear Programming for Positive Semidefinite Matrices Learning
Chunhua Shen, Alan Welsh, Lei Wang
Sequential effects: Superstition or rational behavior?
Angela J. Yu, Jonathan D. Cohen
Bayesian Exponential Family PCA
Shakir Mohamed, Zoubin Ghahramani, Katherine A. Heller
On the Complexity of Linear Prediction: Risk Bounds, Margin Bounds, and Regularization
Sham M. Kakade, Karthik Sridharan, Ambuj Tewari
An Online Algorithm for Maximizing Submodular Functions
Matthew Streeter, Daniel Golovin
Efficient Sampling for Gaussian Process Inference using Control Variables
Neil D. Lawrence, Magnus Rattray, Michalis K. Titsias