Two-Stage Learning Kernel Algorithms

  title={Two-Stage Learning Kernel Algorithms},
  author={Corinna Cortes and Mehryar Mohri and Afshin Rostamizadeh},
This paper examines two-stage techniques for learning kernels based on a notion of alignment. It presents a number of novel theoretical, algorithmic, and empirical results for alignmentbased techniques. Our results build on previous work by Cristianini et al.(2001), but we adopt a different definition of kernel alignment and significantly extend that work in several directions: we give a novel and simple concentration bound for alignment between kernel matrices; show the existence of good… CONTINUE READING
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