89 citations · 165 across the 5 of their papers we have counts for
Showing 2012Show all
3 papers · 1 filter
math.FA2012★ 45 cited
The representer theorem for Hilbert spaces: a necessary and sufficient condition
Francesco Dinuzzo, Bernhard Schölkopf
A family of regularization functionals is said to admit a linear representer theorem if every member of the family admits minimizers that lie in a fixed finite dimensional subspace…
eess.SY2012★ 5 cited
Kernels for linear time invariant system identification
Francesco Dinuzzo
In this paper, we study the problem of identifying the impulse response of a linear time invariant (LTI) dynamical system from the knowledge of the input signal and a finite set of…
stat.ML2012★ 89 cited
Learning from Distributions via Support Measure Machines
Krikamol Muandet, Kenji Fukumizu, Francesco Dinuzzo +1
This paper presents a kernel-based discriminative learning framework on probability measures. Rather than relying on large collections of vectorial training examples, our framework…