Papers
The Epoch-Greedy Algorithm for Multi-armed Bandits with Side Information
John Langford, Tong Zhang
Unconstrained On-line Handwriting Recognition with Recurrent Neural Networks
Alex Graves, Marcus Liwicki, Horst Bunke et al.
Bayesian Inference for Spiking Neuron Models with a Sparsity Prior
Sebastian Gerwinn, Matthias Bethge, Jakob H. Macke et al.
SpAM: Sparse Additive Models
Han Liu, Larry Wasserman, John D. Lafferty et al.
Learning Bounds for Domain Adaptation
John Blitzer, Koby Crammer, Alex Kulesza et al.
Convex Clustering with Exemplar-Based Models
Danial Lashkari, Polina Golland
Regulator Discovery from Gene Expression Time Series of Malaria Parasites: a Hierachical Approach
José M. Hernández-lobato, Tjeerd Dijkstra, Tom Heskes
Bayes-Adaptive POMDPs
Stephane Ross, Brahim Chaib-draa, Joelle Pineau
Temporal Difference Updating without a Learning Rate
Marcus Hutter, Shane Legg
Bayesian Policy Learning with Trans-Dimensional MCMC
Matthew Hoffman, Arnaud Doucet, Nando D. Freitas et al.
Kernel Measures of Conditional Dependence
Kenji Fukumizu, Arthur Gretton, Xiaohai Sun et al.
Classification via Minimum Incremental Coding Length (MICL)
John Wright, Yangyu Tao, Zhouchen Lin et al.
Competition Adds Complexity
Judy Goldsmith, Martin Mundhenk
On Ranking in Survival Analysis: Bounds on the Concordance Index
Harald Steck, Balaji Krishnapuram, Cary Dehing-oberije et al.
Structured Learning with Approximate Inference
Alex Kulesza, Fernando Pereira
Distributed Inference for Latent Dirichlet Allocation
David Newman, Padhraic Smyth, Max Welling et al.
Bayesian Agglomerative Clustering with Coalescents
Yee W. Teh, Hal Daume III, Daniel M. Roy
Neural characterization in partially observed populations of spiking neurons
Jonathan W. Pillow, Peter E. Latham
New Outer Bounds on the Marginal Polytope
David Sontag, Tommi S. Jaakkola
Robust Regression with Twinned Gaussian Processes
Andrew Naish-guzman, Sean Holden
Receptive Fields without Spike-Triggering
Guenther Zeck, Matthias Bethge, Jakob H. Macke
Nearest-Neighbor-Based Active Learning for Rare Category Detection
Jingrui He, Jaime G. Carbonell
Catching Up Faster in Bayesian Model Selection and Model Averaging
Tim V. Erven, Steven D. Rooij, Peter Grünwald
Bundle Methods for Machine Learning
Quoc V. Le, Alex J. Smola, S.v.n. Vishwanathan