G. Babus

Structured Learning on Mapper Representations

This work develops a framework for learning over Mapper induced structured representations, and studies mathematical properties of these representations, including invariance under relabeling, a distance functional on the space of Mapper representations, structural complexity of multiscale decompositions, and learning oriented stability under representation perturbations.