897 citations · 2.2k across the 55 of their papers we have counts for
3 papers · 2 filters
Multi-class SVMs: From Tighter Data-Dependent Generalization Bounds to Novel Algorithms
Yunwen Lei, Ürün Dogan, Alexander Binder +1
This paper studies the generalization performance of multi-class classification algorithms, for which we obtain, for the first time, a data-dependent generalization error bound wit…
Localized Multiple Kernel Learning---A Convex Approach
Yunwen Lei, Alexander Binder, Ürün Dogan +1
We propose a localized approach to multiple kernel learning that can be formulated as a convex optimization problem over a given cluster structure. For which we obtain generalizati…
Probabilistic Clustering of Time-Evolving Distance Data
Julia E. Vogt, Marius Kloft, Stefan Stark +4
We present a novel probabilistic clustering model for objects that are represented via pairwise distances and observed at different time points. The proposed method utilizes the in…