179 citations · 420 across the 27 of their papers we have counts for
3 papers · 2 filters
Learning with Algebraic Invariances, and the Invariant Kernel Trick
Franz J. Király, Andreas Ziehe, Klaus-Robert Müller
When solving data analysis problems it is important to integrate prior knowledge and/or structural invariances. This paper contributes by a novel framework for incorporating algebr…
Algebraic-Combinatorial Methods for Low-Rank Matrix Completion with Application to Athletic Performance Prediction
Duncan A. J. Blythe, Louis Theran, Franz Kiraly
This paper presents novel algorithms which exploit the intrinsic algebraic and combinatorial structure of the matrix completion task for estimating missing en- tries in the general…
Dual-to-kernel learning with ideals
Franz J. Király, Martin Kreuzer, Louis Theran
In this paper, we propose a theory which unifies kernel learning and symbolic algebraic methods. We show that both worlds are inherently dual to each other, and we use this duality…