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Sebastian Nilsson

2 accepted papers

2022

A Unified View of Relational Deep Learning for Drug Pair Scoring

IJCAI 2022poster

In recent years, numerous machine learning models which attempt to solve polypharmacy side effect identification, drug-drug interaction prediction, and combination therapy design tasks have been proposed. Here, we present a unified theoretical view of relational machine learning models which can add…

2022

The Shapley Value in Machine Learning

IJCAI 2022poster

Over the last few years, the Shapley value, a solution concept from cooperative game theory, has found numerous applications in machine learning. In this paper, we first discuss fundamental concepts of cooperative game theory and axiomatic properties of the Shapley value. Then we give an overview of…