38 citations · 195 across the 35 of their papers we have counts for
Showing 2020Show all
3 papers · 1 filter
cs.LG2020★ 3 cited
Federated Learning From Big Data Over Networks
Y. Sarcheshmehpour, M. Leinonen, A. Jung
This paper formulates and studies a novel algorithm for federated learning from large collections of local datasets. This algorithm capitalizes on an intrinsic network structure th…
cs.LG2020★ 12 cited
Local Graph Clustering with Network Lasso
Alexander Jung, Yasmin SarcheshmehPour
We study the statistical and computational properties of a network Lasso method for local graph clustering. The clusters delivered by nLasso can be characterized elegantly via netw…
cs.LG2020★ 20 cited
An Information-Theoretic Approach to Personalized Explainable Machine Learning
Alexander Jung, Pedro H. J. Nardelli
Automated decision making is used routinely throughout our everyday life. Recommender systems decide which jobs, movies, or other user profiles might be interesting to us. Spell ch…