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Research Group Tom Sterkenburg


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Tom Sterkenburg

Dr.

Associated JRG Leader Epistemology in ML

Tom Sterkenburg

leads the Emmy Noether Junior Research Group ‘From Bias to Knowledge: The Epistemology of Machine Learning’ at LMU Munich.

His group’s research is in the epistemological foundations of machine learning. The group uses the mathematical theory of machine learning to study epistemological questions around machine learning and its reliability, with a particular focus on the notion of inductive bias. The group also works on other topics where machine learning and the philosophy of science meet, including explanation and representation. Supported by DFG funding, the group investigates novel research directions that both complement and extend MCML’s scope while strengthening ties to the center.

Team members @MCML

PostDocs

Link to website

Timo Freiesleben

Dr.

PhD Students

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Katia Parshina

Publications @MCML

2021


[1]
G. KönigT. FreieslebenB. BischlG. CasalicchioM. Grosse-Wentrup
Decomposition of Global Feature Importance into Direct and Associative Components (DEDACT).
Preprint (Jun. 2021). arXiv