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» Crossover in Probability Spaces
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155
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FOCM
2006
97views more  FOCM 2006»
15 years 3 months ago
Learning Rates of Least-Square Regularized Regression
This paper considers the regularized learning algorithm associated with the leastsquare loss and reproducing kernel Hilbert spaces. The target is the error analysis for the regres...
Qiang Wu, Yiming Ying, Ding-Xuan Zhou
137
Voted
COLT
2006
Springer
15 years 7 months ago
Uniform Convergence of Adaptive Graph-Based Regularization
Abstract. The regularization functional induced by the graph Laplacian of a random neighborhood graph based on the data is adaptive in two ways. First it adapts to an underlying ma...
Matthias Hein
130
Voted
BMVC
2000
15 years 5 months ago
Object Recognition using the Invariant Pixel-Set Signature
A new object recognition method, the Invariant Pixel Set Signature (IPSS), is introduced. Objects are represented with a probability density on the space of invariants computed fr...
Jiri Matas, J. Burianek, Josef Kittler
126
Voted
AML
2008
66views more  AML 2008»
15 years 3 months ago
Algorithmic randomness of continuous functions
We investigate notions of randomness in the space C(2N ) of continuous functions on 2N . A probability measure is given and a version of the Martin-L
George Barmpalias, Paul Brodhead, Douglas A. Cenze...
117
Voted
FOCM
2008
76views more  FOCM 2008»
15 years 3 months ago
On Smale's 17th Problem: A Probabilistic Positive Solution
Smale's 17th Problem asks "Can a zero of n complex polynomial equations in n unknowns be found approximately, on the average [for a suitable probability measure on the s...
Carlos Beltrán, Luis Miguel Pardo