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References from Theory of Disagreement-Based Active Learning. Local targets link to admitted publications; unresolved targets remain external evidence.
Rates of growth and sample moduli for weighted empirical processes indexed by sets
10.1007/bf00318708 · 1987 · External reference
10.1017/cbo9780511624216
10.1017/cbo9780511624216 · 1999 · External reference
Strong minimax lower bounds for learning
10.1023/a:1007454427662 · 1998 · External reference
Fast learning rates for plug-in classifiers
10.1214/009053606000001217 · 2007 · External reference
Robust interactive learning
2012 · External reference
Agnostic active learning
10.1145/1143844.1143853 · 2006 · External reference
Margin based active learning
10.1007/978-3-540-72927-3_5 · 2007 · External reference
The true sample complexity of active learning
2008 · External reference
Agnostic active learning
10.1016/j.jcss.2008.07.003 · 2009 · External reference
The true sample complexity of active learning
10.1007/s10994-010-5174-y · 2010 · External reference
A new abstract combinatorial dimension for exact learning via queries
10.1006/jcss.2001.1794 · 2002 · External reference
Convexity, classification, and risk bounds
2006 · External reference
Local rademacher complexities
10.1214/009053605000000282 · 2005 · External reference
Importance weighted active learning
10.1145/1553374.1553381 · 2009 · External reference
Agnostic active learning without constraints
2010 · External reference
Efficient active learning
2011 · External reference
Learnability and the Vapnik-Chervonenkis dimension
10.1145/76359.76371 · 1989 · External reference
10.1090/surv/062
10.1090/surv/062 · 1998 · External reference
Minimax bounds for active learning
10.1109/tit.2008.920189 · 2008 · External reference
Upper and lower error bounds for active learning
2006 · External reference
Learning noisy linear classifiers via adaptive and selective sampling
2011 · External reference
Improving generalization with active learning
10.1023/a:1022673506211 · 1994 · External reference
Geometrical and statistical properties of systems of linear inequalities with applications in pattern recognition
1965 · External reference
Coarse sample complexity bounds for active learning
2005 · External reference
Two faces of active learning
2011 · External reference
Analysis of perceptron-based active learning
10.1007/11503415_17 · 2005 · External reference
A general agnostic active learning algorithm
2007 · External reference
Analysis of perceptron-based active learning
2009 · External reference
Robust selective sampling from single and multiple teachers
2010 · External reference
Selective sampling and active learning from single and multiple teachers
2012 · External reference
10.1007/978-1-4612-0711-5
10.1007/978-1-4612-0711-5 · 1996 · External reference
Universal Donsker classes and metric entropy
10.1214/aop/1176991978 · 1987 · External reference
A general lower bound on the number of examples needed for learning
10.1016/0890-5401(89)90002-3 · 1989 · External reference
Unresolved reference
1992 · External reference
On the foundations of noise-free selective classification
2010 · External reference
Active learning via perfect selective classification
2012 · External reference
On agnostic learning of parities, monomials and halfspaces
10.1137/070684914 · 2009 · External reference
Selective sampling using the query by committee algorithm
1997 · External reference
Active learning for smooth problems
2009 · External reference
Concentration inequalities and asymptotic results for ratio type empirical processes
10.1214/009117906000000070 · 2006 · External reference
On the complexity of teaching
10.1006/jcss.1995.1003 · 1995 · External reference
Hardness of learning halfspaces with noise
10.1137/070685798 · 2009 · External reference
Teaching dimension and the complexity of active learning
10.1007/978-3-540-72927-3_7 · 2007 · External reference
A bound on the label complexity of agnostic active learning
10.1145/1273496.1273541 · 2007 · External reference
Adaptive rates of convergence in active learning
2009 · External reference
Unresolved reference
2009 · External reference
Rates of convergence in active learning
10.1214/10-aos843 · 2011 · External reference
Activized learning: Transforming passive to active with improved label complexity
2012 · External reference
Unresolved reference
External reference
Negative results for active learning with convex losses
2010 · External reference
Unresolved reference
2012 · External reference
Decision theoretic generalizations of the PAC model for neural net and other learning applications
10.1016/0890-5401(92)90010-d · 1992 · External reference
Sphere packing numbers for subsets of the boolean n-cube with bounded Vapnik-Chervonenkis dimension
10.1016/0097-3165(95)90052-7 · 1995 · External reference
Predicting {0, 1}-functions on randomly drawn points
10.1006/inco.1994.1097 · 1994 · External reference
Generalized teaching dimension and the query complexity of learning
10.1145/225298.225311 · 1995 · External reference
Learning nested differences of intersection-closed concept classes
10.1023/a:1022696716689 · 1990 · External reference
Unresolved reference
2010 · External reference
Active learning in the non-realizable case
10.1007/11894841_9 · 2006 · External reference
Agnostically learning halfspaces
10.1109/sfcs.2005.13 · 2005 · External reference
Toward efficient agnostic learning
10.1023/a:1022615600103 · 1994 · External reference
Local rademacher complexities and oracle inequalities in risk minimization
2006 · External reference
Rademacher complexities and bounding the excess risk in active learning
2010 · External reference
On metric entropy, Vapnik-Chervonenkis dimension, and learnability for a class of distributions
10.21236/ada217331 · 1989 · External reference
Active learning using arbitrary binary valued queries
10.1023/a:1022627018023 · 1993 · External reference
Concise formulas for the area and volume of a hyperspherical cap
10.3923/ajms.2011.66.70 · 2011 · External reference
Learning quickly when irrelevant attributes abound: A new linear-threshold algorithm
10.1023/a:1022869011914 · 1988 · External reference
On the sample complexity of PAC learning halfspaces against the uniform distribution
10.1109/72.471352 · 1995 · External reference
A note on active learning for smooth problems
2011 · External reference
Unresolved reference
2012 · External reference
Smooth discrimination analysis
10.1214/aos/1017939240 · 1999 · External reference
Risk bounds for statistical learning
10.1214/009053606000000786 · 2006 · External reference
Improving the sample complexity using global data
10.1109/tit.2002.1013137 · 2002 · External reference
Plug-in approach to active learning
2012 · External reference
Unresolved reference
2000 · External reference
Generalized binary search
10.1109/allerton.2008.4797609 · 2008 · External reference
The geometry of generalized binary search
10.1109/tit.2011.2169298 · 2011 · External reference
Unresolved reference
1990 · External reference
Lower bounds for passive and active learning
2011 · External reference
Learning representations by back-propagating errors
10.1038/323533a0 · 1986 · External reference
Optimal aggregation of classifiers in statistical learning
10.1214/aos/1079120131 · 2004 · External reference
A theory of the learnable
10.1145/1968.1972 · 1984 · External reference
Unresolved reference
2000 · External reference
A local maximal inequality under uniform entropy
10.1214/11-ejs605 · 2011 · External reference
10.1007/978-1-4757-2545-2
10.1007/978-1-4757-2545-2 · 1996 · External reference
Unresolved reference
1982 · External reference
Unresolved reference
1998 · External reference
On the uniform convergence of relative frequencies of events to their probabilities
10.1137/1116025 · 1971 · External reference
Sequential tests of statistical hypotheses
10.1214/aoms/1177731118 · 1945 · External reference
Smoothness, disagreement coefficient, and the label complexity of agnostic active learning
2011 · External reference
A counterexample in stochastic optimum control
10.1137/0306011 · 1968 · External reference
Statistical behavior and consistency of classification methods based on convex risk minimization
10.1214/aos/1079120130 · 2004 · External reference
