8 citations · 12 across the 2 of their papers we have counts for
2 papers
stat.ML2007★ 4 cited
Learning from dependent observations
Ingo Steinwart, Don Hush, Clint Scovel
In most papers establishing consistency for learning algorithms it is assumed that the observations used for training are realizations of an i.i.d. process. In this paper we go far…
math.ST2006★ 8 cited
A new concentration result for regularized risk minimizers
Ingo Steinwart, Don Hush, Clint Scovel
We establish a new concentration result for regularized risk minimizers which is similar to an oracle inequality. Applying this inequality to regularized least squares minimizers l…