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» Hypothesis Spaces for Learning
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106
Voted
ALT
2006
Springer
16 years 14 days ago
On Exact Learning Halfspaces with Random Consistent Hypothesis Oracle
Nader H. Bshouty, Ehab Wattad
140
Voted
NIPS
2001
15 years 4 months ago
Algorithmic Luckiness
Classical statistical learning theory studies the generalisation performance of machine learning algorithms rather indirectly. One of the main detours is that algorithms are studi...
Ralf Herbrich, Robert C. Williamson
154
Voted
TCS
2011
14 years 10 months ago
Two faces of active learning
An active learner has a collection of data points, each with a label that is initially hidden but can be obtained at some cost. Without spending too much, it wishes to find a cla...
Sanjoy Dasgupta
109
Voted
COLT
1993
Springer
15 years 7 months ago
Choosing a Reliable Hypothesis
William S. Evans, Sridhar Rajagopalan, Umesh V. Va...
138
Voted
NIPS
2003
15 years 4 months ago
A Computational Geometric Approach to Shape Analysis in Images
We present a geometric approach to statistical shape analysis of closed curves in images. The basic idea is to specify a space of closed curves satisfying given constraints, and e...
Anuj Srivastava, Xiuwen Liu, Washington Mio, Eric ...