conftrace_

agnostic learning

76 papers

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Co-occurring keywords

pac learning (283) sample complexity (1169) learning theory (519) active learning (1301) halfspace learning (30) boosting algorithm (78) gaussian distribution (127) vc dimension (108) multiclass classification (181) online learning (1777)

Papers

Communication Efficient Distributed Agnostic Boosting AISTATS 2016
Complexity Theoretic Limitations on Learning DNF’s COLT 2016
Efficient and Parsimonious Agnostic Active Learning NIPS 2015
The Sample Complexity of Learning Linear Predictors with the Squared Loss JMLR 2015
A PTAS for Agnostically Learning Halfspaces COLT 2015
Classification with Low Rank and Missing Data ICML 2015
Agnostic Learning of Disjunctions on Symmetric Distributions JMLR 2015
New Results for Random Walk Learning JMLR 2014
Distribution-independent Reliable Learning COLT 2014
A Boosting Framework on Grounds of Online Learning NIPS 2014
Beyond Disagreement-Based Agnostic Active Learning NIPS 2014
Learning Coverage Functions and Private Release of Marginals COLT 2014
The sample complexity of agnostic learning under deterministic labels COLT 2014
Learning Halfspaces Under Log-Concave Densities: Polynomial Approximations and Moment Matching COLT 2013
More data speeds up training time in learning halfspaces over sparse vectors NIPS 2013
Robust Interactive Learning COLT 2012
Distributed Learning, Communication Complexity and Privacy COLT 2012
Agnostic KWIK learning and efficient approximate reinforcement learning COLT 2011
Agnostic Selective Classification NIPS 2011
Agnostic Active Learning Without Constraints NIPS 2010
Impossibility Theorems for Domain Adaptation AISTATS 2010
Sufficient Conditions for Agnostic Active Learnable NIPS 2009
Potential-Based Agnostic Boosting NIPS 2009
On The Power of Membership Queries in Agnostic Learning JMLR 2009
A general agnostic active learning algorithm NIPS 2007