Lise Getoor, Tobias Scheffer (Eds.):
Proceedings of the 28th International Conference on Machine Learning, ICML 2011, Bellevue, Washington, USA, June 28 - July 2, 2011.
28. ICML 2011:
Bellevue, Washington, USA
, James T. Kwok
: MultiLabel Classification on Tree- and DAG-Structured Hierarchies.
: Surrogate losses and regret bounds for cost-sensitive classification with example-dependent costs.
: Max-margin Learning for Lower Linear Envelope Potentials in Binary Markov Random Fields.
: Estimating the Bayes Point Using Linear Knapsack Problems.
: Learning Linear Functions with Quadratic and Linear Multiplicative Updates.
: Boosting on a Budget: Sampling for Feature-Efficient Prediction.
, Peter Stone
: Structure Learning in Ergodic Factored MDPs without Knowledge of the Transition Function's In-Degree.
: Variational Inference for Policy Search in changing situations.
, Andrew Y. Ng
: The Importance of Encoding Versus Training with Sparse Coding and Vector Quantization.
, David Kempe
: Submodular meets Spectral: Greedy Algorithms for Subset Selection, Sparse Approximation and Dictionary Selection.