Workshop Machine Learning and Causal Inference
Sustained by the 'big data frenzy', methods from Machine Learning have been cross-fertilizing a variety of fields. One of the open questions is how these methods could be used for causal inference. The aim of the workshop is to bring together experts in economics, econometrics, statistics and optimization, working on theoretical and applied research at the intersection of machine learning and causal inference, to deliberate on the recent developments in these areas.
09:00 – 9:30
|Registration and Refreshments|
|Session 1 (Keynote Talk)|
|09:30 - 10:30||Guido Imbens (Stanford)|
Fixed Effect Models and Some Flexible Alternatives Using Machine Learning Methods (joint with Dmitry Archangelsky)
|10:30 - 10:45||Coffee Break|
|Session 2 - Machine Learning in OR and CS|
|10:45 - 11:30||Rahul Mazumder (MIT)|
(Title and abstract TBA)
|11:30 – 12:15||Joris Mooij (UVA)|
Markov and other properties of cyclic Structural Causal Models, full abstract
|12:15 – 13:30||Lunch (at Paviljoen)|
|Session 3 - Machine Learning in Econometrics|
|13:30 – 14:15||Yinchu Zhu (Oregon),|
"An Exact and Robust Conformal Inference Method for Counterfactual and Synthetic Controls" (joint with Victor Chemozhukov and Kasper Wüthrich)
|14:15 – 15:00||Xiaoxia Shi (Wisconsin-Madison),|
"Inference on Estimators defined by Mathematical Programming" (Joint with Yu-Wei Hsieh and Matthew Shum)
|15:00 -15:15||Coffee Break|
|Session 4 - Machine Learning in Economics|
|15:15 – 16:00||Rachael Meager (LSE),|
"Aggregating Distributional Treatment Effects: A Bayesian Hierarchical Analysis of the Microcredit Literature"
|16:00 -16:45||Elliott Ash (Warwick),|
"What really drives tax policy? The effective tax code"
|16:45 – 17:30||Closing Drinks|
|Dinner at Euromastl from 18:30 (by invitation only)|
Please register using the Online Form. Deadline for registration is 20 May 2018.
Participants are kindly requested to book their hotel themselves. Hotel Novotel Rotterdam Brainpark is within walking distance of the Woudestein Campus. Hotel Emma is located at the city center and is easily accessible by public transport.
- Econometric Institute,
- Tinbergen Institute,