MiSoC training course: An introduction to machine learning for causal analysis using observational dataMISOC

This one-day workshop will

– Introduce the basic principles of causal modelling (potential outcomes, graphs, causal effects) while emphasising the key role of design and assumptions in obtaining robust estimates.
– Introduce the basic principles of machine learning and the use of machine learning methods to do causal inference (e.g. methods stemming from domain adaptation and propensity scores).
– Show how to implement these techniques for causal analysis and interpret the results in illustrative examples.

Presented by:

Professor Paul Clarke and Professor Spyros Samothrakis

Date & time:

June 22, 2021 8:00 am - June 23, 2021 4:00 pm

Venue:

Building 39, University of Southampton, Highfield, Southampton, Hants

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