Papers
Linear State-Space Models for Blind Source Separation
Rasmus Kongsgaard Olsson, Lars Kai Hansen
Lower Bounds and Aggregation in Density Estimation
Guillaume Lecué
Machine Learning for Computer Security
Philip K. Chan, Richard P. Lippmann
Manifold Regularization: A Geometric Framework for Learning from Labeled and Unlabeled Examples
Mikhail Belkin, Partha Niyogi, Vikas Sindhwani
Maximum-Gain Working Set Selection for SVMs
Tobias Glasmachers, Christian Igel
MinReg: A Scalable Algorithm for Learning Parsimonious Regulatory Networks in Yeast and Mammals
Dana Pe'er, Amos Tanay, Aviv Regev
New Algorithms for Efficient High-Dimensional Nonparametric Classification
Ting Liu, Andrew W. Moore, Alexander Gray
Nonparametric Quantile Estimation
Ichiro Takeuchi, Quoc V. Le, Timothy D. Sears et al.
One-Class Novelty Detection for Seizure Analysis from Intracranial EEG
Andrew B. Gardner, Abba M. Krieger, George Vachtsevanos et al.
On Inferring Application Protocol Behaviors in Encrypted Network Traffic
Charles V. Wright, Fabian Monrose, Gerald M. Masson
Online Passive-Aggressive Algorithms
Koby Crammer, Ofer Dekel, Joseph Keshet et al.
On Model Selection Consistency of Lasso
Peng Zhao, Bin Yu
On the Complexity of Learning Lexicographic Strategies
Michael Schmitt, Laura Martignon
Optimising Kernel Parameters and Regularisation Coefficients for Non-linear Discriminant Analysis
Tonatiuh Peña Centeno, Neil D. Lawrence
Parallel Software for Training Large Scale Support Vector Machines on Multiprocessor Systems
Luca Zanni, Thomas Serafini, Gaetano Zanghirati
Pattern Recognition for Conditionally Independent Data
Daniil Ryabko
Point-Based Value Iteration for Continuous POMDPs
Josep M. Porta, Nikos Vlassis, Matthijs T.J. Spaan et al.
Policy Gradient in Continuous Time
Rémi Munos
QP Algorithms with Guaranteed Accuracy and Run Time for Support Vector Machines
Don Hush, Patrick Kelly, Clint Scovel et al.
Quantile Regression Forests
Nicolai Meinshausen
Rearrangement Clustering: Pitfalls, Remedies, and Applications
Sharlee Climer, Weixiong Zhang
Second Order Cone Programming Approaches for Handling Missing and Uncertain Data
Pannagadatta K. Shivaswamy, Chiranjib Bhattacharyya, Alexander J. Smola
Segmental Hidden Markov Models with Random Effects for Waveform Modeling
Seyoung Kim, Padhraic Smyth