Workshop Machine Learning and Causal Inference

Start date

Friday, 1 Jun 2018, 09:00

End date

Friday, 1 Jun 2018, 18:30

Room
M1-17 (Tokyo)
Building
Van der Goot building
Location
Campus Woudestein
Location
Dinner at Euromast (by invitation only)
Workshop: Machine Learning

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.

Programme

09:00 – 9:30                     

Registration and Refreshments
 Session 1 (Keynote Talk)
09:30 - 10:30Guido Imbens (Stanford)
Fixed Effect Models and Some Flexible Alternatives Using Machine Learning Methods (joint with Dmitry Archangelsky)
10:30 - 10:45Coffee Break
 Session 2 - Machine Learning in OR and CS
10:45 - 11:30Rahul Mazumder (MIT)
(Title and abstract TBA)
11:30 – 12:15Joris Mooij (UVA)
Markov and other properties of cyclic Structural Causal Models, full abstract
12:15 – 13:30Lunch (at Paviljoen)
 Session 3 - Machine Learning in Econometrics
13:30 – 14:15Yinchu Zhu (Oregon),
"An Exact and Robust Conformal Inference Method for Counterfactual and Synthetic Controls" (joint with Victor Chemozhukov and Kasper Wüthrich)
14:15 – 15:00Xiaoxia Shi (Wisconsin-Madison),
"Inference on Estimators defined by Mathematical Programming" (Joint with Yu-Wei Hsieh and Matthew Shum)
15:00 -15:15Coffee Break
 Session 4 - Machine Learning in Economics
15:15 – 16:00Rachael Meager (LSE),
"Aggregating Distributional Treatment Effects: A Bayesian Hierarchical Analysis of the Microcredit Literature"
16:00 -16:45Elliott Ash (Warwick),
"What really drives tax policy? The effective tax code"
16:45 – 17:30Closing Drinks
 Dinner at Euromastl from 18:30 (by invitation only)

Registration

Please register using the Online Form. Deadline for registration is 20 May 2018.

Accommodation

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.

Organizers

Series Editors

Sponsors

  • Econometric Institute,
  • Tinbergen Institute,
  • ERIM
More information

For more information please contact Anneke Kop and Sara Kuiper at eb-secr@ese.eur.nl