Combining Trainig Set and Test Set Bounds

John Langford
international conference on machine learning 331 -338

7
2002
Estimating Class Membership Probabilities using Classifier Learners.

Bianca Zadrozny , John Langford
international conference on artificial intelligence and statistics

35
2005
Efficient and parsimonious agnostic active learning

Robert E. Schapire , Tzu-Kuo Huang , Alekh Agarwal , John Langford
neural information processing systems 28 2755 -2763

20
2015
FeatureBoost: A Meta-Learning Algorithm that Improves Model Robustness

Rich Caruana , Avrim Blum , John Langford , Joseph O'Sullivan
international conference on machine learning 703 -710

38
2000
Agnostic Active Learning Without Constraints

Alina Beygelzimer , John Langford , Daniel J. Hsu , Zhang Tong
neural information processing systems 23 199 -207

201
2010
Approximately Optimal Approximate Reinforcement Learning

Sham Kakade , John Langford
international conference on machine learning 267 -274

880
2002
An Improved Predictive Accuracy Bound for Averaging Classifiers

Nimrod Megiddo , Matthias Seeger , John Langford
international conference on machine learning 290 -297

29
2001
Exploration in metric state spaces

Sham Kakade , Michael Kearns , John Langford
international conference on machine learning 306 -312

105
2003
Risk Sensitive Particle Filters

Sebastian Thrun , Vandi Verma , John Langford
neural information processing systems 961 -968

62
2001
Taming the Monster: A Fast and Simple Algorithm for Contextual Bandits

Robert Schapire , Lihong Li , Satyen Kale , Alekh Agarwal
international conference on machine learning 1638 -1646

462
2014
Logarithmic time online multiclass prediction

Anna Choromanska , John Langford
neural information processing systems 28 55 -63

40
2015
Learning from Logged Implicit Exploration Data

Sham M Kakade , Lihong Li , John Langford , Alex Strehl
neural information processing systems 23 2217 -2225

73
2010
Not) Bounding the True Error

Rich Caruana , John Langford
neural information processing systems 809 -816

61
2001
Multi-Label Prediction via Compressed Sensing

Sham M Kakade , John Langford , Daniel J. Hsu , Tong Zhang
neural information processing systems 22 772 -780

511
2009
PAC-Bayes & Margins

John Shawe-Taylor , John Langford
neural information processing systems 15 439 -446

145
2002
The Epoch-Greedy Algorithm for Multi-armed Bandits with Side Information

John Langford , Tong Zhang
neural information processing systems 20 817 -824

657
2007
Computable Shell Decomposition Bounds

David McAllester , John Langford
Journal of Machine Learning Research 5 529 -547

25
2004
Predictive Indexing for Fast Search

Alexander L. Strehl , Sharad Goel , John Langford
neural information processing systems 21 505 -512

28
2008
Slow Learners are Fast

Alex J. Smola , John Langford , Martin Zinkevich
neural information processing systems 22 2331 -2339

161
2009
Sparse Online Learning via Truncated Gradient

Lihong Li , John Langford , Tong Zhang
neural information processing systems 21 905 -912

17
2008