Lecture 20 : Sequential Rademacher Complexity and Properties. 1 Recap ... Given a class G ⊂ RZ, we define the sequential Rademacher complexity of the class.

In other words, the martingale version of the uniform devi- ations of means from expectations is controlled by the worst-case sequential Rademacher complexity.

With the use of Rademacher complexity we were able to move our focus on how the function class behaves on the entire space of instances to only how rich the ...

In other words, the martingale version of the uniform devi- ations of means from expectations is controlled by the worst-case sequential Rademacher complexity.

2 февр. 2021 г. · We introduce the technique of generic chaining and majorizing measures for controlling sequential Rademacher complexity.

11 мая 2016 г. · Abstract:For a finite function class we describe the large sample limit of the sequential Rademacher complexity in terms of the viscosity ...

The final result of this section is a stronger version of Lemma 5, showing that sequential Rademacher complexity is, in some sense, the “right” complexity.

Looking at the state of the art in the sequential pattern mining scenario, there is no upper bound on the Rademacher complexity of sequential pat- terns.

More precisely, using this relation, we show that sequential Rademacher complexity is bounded by majorizing measures, which are dominated by chaining with ...

7 дек. 2016 г. · For a finite function class, we describe the large sample limit of the sequential Rademacher complexity in terms of the viscosity solution ...