384 citations · 984 across the 22 of their papers we have counts for
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cs.AI2009★ 8 cited
New Generalization Bounds for Learning Kernels
Corinna Cortes, Mehryar Mohri, Afshin Rostamizadeh
This paper presents several novel generalization bounds for the problem of learning kernels based on the analysis of the Rademacher complexity of the corresponding hypothesis sets.…
cs.LG2009★ 10 cited
Stability Analysis and Learning Bounds for Transductive Regression Algorithms
Corinna Cortes, Mehryar Mohri, Dmitry Pechyony +1
This paper uses the notion of algorithmic stability to derive novel generalization bounds for several families of transductive regression algorithms, both by using convexity and cl…