Papers
Online Models for Content Optimization
Deepak Agarwal, Bee-chung Chen, Pradheep Elango et al.
Online Optimization in X-Armed Bandits
Sébastien Bubeck, Gilles Stoltz, Csaba Szepesvári et al.
Online Prediction on Large Diameter Graphs
Mark Herbster, Guy Lever, Massimiliano Pontil
On the asymptotic equivalence between differential Hebbian and temporal difference learning using a local third factor
Christoph Kolodziejski, Bernd Porr, Minija Tamosiunaite et al.
On the Complexity of Linear Prediction: Risk Bounds, Margin Bounds, and Regularization
Sham M. Kakade, Karthik Sridharan, Ambuj Tewari
On the Design of Loss Functions for Classification: theory, robustness to outliers, and SavageBoost
Hamed Masnadi-shirazi, Nuno Vasconcelos
On the Efficient Minimization of Classification Calibrated Surrogates
Richard Nock, Frank Nielsen
On the Generalization Ability of Online Strongly Convex Programming Algorithms
Sham M. Kakade, Ambuj Tewari
On the Reliability of Clustering Stability in the Large Sample Regime
Ohad Shamir, Naftali Tishby
Optimal Response Initiation: Why Recent Experience Matters
Matt Jones, Sachiko Kinoshita, Michael Mozer
Optimization on a Budget: A Reinforcement Learning Approach
Paul L. Ruvolo, Ian Fasel, Javier R. Movellan
Overlaying classifiers: a practical approach for optimal ranking
Stéphan J. Clémençcon, Nicolas Vayatis
Partially Observed Maximum Entropy Discrimination Markov Networks
Jun Zhu, Eric P. Xing, Bo Zhang
Particle Filter-based Policy Gradient in POMDPs
Pierre-arnaud Coquelin, Romain Deguest, Rémi Munos
Performance analysis for L\_2 kernel classification
Jooseuk Kim, Clayton Scott
Phase transitions for high-dimensional joint support recovery
Sahand Negahban, Martin J. Wainwright
Playing Pinball with non-invasive BCI
Matthias Krauledat, Konrad Grzeska, Max Sagebaum et al.
Policy Search for Motor Primitives in Robotics
Jens Kober, Jan R. Peters
Posterior Consistency of the Silverman g-prior in Bayesian Model Choice
Zhihua Zhang, Michael I. Jordan, Dit-Yan Yeung
Predicting the Geometry of Metal Binding Sites from Protein Sequence
Paolo Frasconi, Andrea Passerini
Predictive Indexing for Fast Search
Sharad Goel, John Langford, Alexander L. Strehl
Privacy-preserving logistic regression
Kamalika Chaudhuri, Claire Monteleoni
Probabilistic detection of short events, with application to critical care monitoring
Norm Aleks, Stuart Russell, Michael G. Madden et al.
PSDBoost: Matrix-Generation Linear Programming for Positive Semidefinite Matrices Learning
Chunhua Shen, Alan Welsh, Lei Wang
Psychiatry: Insights into depression through normative decision-making models
Quentin J. Huys, Joshua Vogelstein, Peter Dayan