Papers
Search-based Structured Prediction applied to Biomedical Event Extraction
Andreas Vlachos, Mark Craven
Word Segmentation as General Chunking
Daniel Hewlett, Paul Cohen
Modeling Infant Word Segmentation
Constantine Lignos
Punctuation: Making a Point in Unsupervised Dependency Parsing
Valentin I. Spitkovsky, Hiyan Alshawi, Daniel Jurafsky
Modeling Syntactic Context Improves Morphological Segmentation
Yoong Keok Lee, Aria Haghighi, Regina Barzilay
Proceedings of the Fifteenth Conference on Computational Natural Language Learning
Sharon Goldwater, Christopher Manning
Monotone multi-armed bandit allocations
Aleksandrs Slivkins
Missing Information Impediments to Learnability
Loizos Michael
Minimax Algorithm for Learning Rotations
Wojciech Kotłowski, Manfred K. Warmuth
A simple multi-armed bandit algorithm with optimal variation-bounded regret
Elad Hazan, Satyen Kale
Bounds on Individual Risk for Log-loss Predictors
Peter D. Grünwald, Wojciech Kotłowski
Does an Efficient Calibrated Forecasting Strategy Exist?
Jacob Abernethy, Shie Mannor
Identifiability of Priors from Bounded Sample Sizes with Applications to Transfer Learning
Liu Yang, Steve Hanneke, Jaime Carbonell
The Sample Complexity of Dictionary Learning
Daniel Vainsencher, Shie Mannor, Alfred M. Bruckstein
Agnostic KWIK learning and efficient approximate reinforcement learning
István Szita, Csaba Szepesvári
Adaptive Density Level Set Clustering
Ingo Steinwart
Contextual Bandits with Similarity Information
Aleksandrs Slivkins
Collaborative Filtering with the Trace Norm: Learning, Bounding, and Transducing
Ohad Shamir, Shai Shalev-Shwartz
Optimal aggregation of affine estimators
Joseph Salmon, Arnak Dalalyan
Sequential Event Prediction with Association Rules
Cynthia Rudin, Benjamin Letham, Ansaf Salleb-Aouissi et al.
Neyman-Pearson classification under a strict constraint
Philippe Rigollet, Xin Tong
Online Learning: Beyond Regret
Alexander Rakhlin, Karthik Sridharan, Ambuj Tewari
The Rate of Convergence of Adaboost
Indraneel Mukherjee, Cynthia Rudin, Robert E. Schapire