Publications

Show all

2019

Kamp, Michael

Black-Box Parallelization for Machine Learning (PhD Thesis)

Universitäts-und Landesbibliothek Bonn, 2019.

(Abstract | Links | BibTeX | Tags: averaging, black-box, communication-efficient, convex optimization, deep learning, distributed, dynamic averaging, federated, learning theory, machine learning, parallelization, privacy, radon machine)

2017

Kamp, Michael; Boley, Mario; Missura, Olana; Gärtner, Thomas

Effective Parallelisation for Machine Learning (Inproceedings)

In: Advances in Neural Information Processing Systems, pp. 6480–6491, 2017.

(Abstract | Links | BibTeX | Tags: decentralized, distributed, machine learning, parallelization, radon)

2016

Kamp, Michael; Bothe, Sebastian; Boley, Mario; Mock, Michael

Communication-Efficient Distributed Online Learning with Kernels (Conference)

Machine Learning and Knowledge Discovery in Databases, Springer International Publishing, 2016.

(Abstract | Links | BibTeX | Tags: communication-efficient, distributed, dynamic averaging, federated learning, kernel methods, parallelization)