Workshop on the Interface of Machine Learning and Statistical Inference

Videos from BIRS Workshop 18w5054

, Microsoft Research
- 10:00
Friends Don’t Let Friends Deploy Black-Box Models: The Importance of Transparency and Intelligibility in Machine Learning
Watch video | Download video: 201801150907-Caruana.mp4 (190M)
, University of Berkeley
- 10:49
Stability and Iterative Random Forests
Watch video | Download video: 201801151002-Yu.mp4 (159M)
, University of Pittsburgh
- 12:06
Inference and Variable Selection for Random Forests
Watch video | Download video: 201801151117-Mentch.mp4 (191M)
, Massachusetts Institute of Technology
- 10:07
Inference for Functionals of Machine Learning Estimators
Watch video | Download video: 201801160911-Newey.mp4 (185M)
, Ecole Polytechnique
- 12:02
Consistency of Random Forests
Watch video | Download video: 201801161113-Scornet.mp4 (162M)
, University of California - San Diego
- 15:06
High dimensional inference: do we need sparsity?
Watch video | Download video: 201801161424-Bradic.mp4 (138M)
, University of Zurich
- 15:47
Transformation Forests
Watch video | Download video: 201801161507-Hothorn.mp4 (128M)
, Utah State University
- 17:23
Random Forests - a Statistical Tool for the Sciences
Watch video | Download video: 201801161643-Cutler.mp4 (205M)
, University of Pennsylvania
- 10:00
The Remarkable Flexibility of BART
Watch video | Download video: 201801170909-George.mp4 (162M)
, Cornell University
- 10:51
Bayesian GANs and Stochastic MCMC
Watch video | Download video: 201801171001-Wilson.mp4 (169M)
, Harvard University
- 12:06
Knockoffs: using machine learning for finite-sample controlled variable selection in nonparametric models
Watch video | Download video: 201801171110-Janson.mp4 (174M)
, Stanford
- 09:51
SHOPPER: A PROBABILISTIC MODEL OF CONSUMER CHOICE WITH SUBSTITUTES AND COMPLEMENTS
Watch video | Download video: 201801180906-Athey.mp4 (164M)
, New York University
- 10:38
Causal inferences that capitalizes on machine learning and statistics: opportunities and challenges
Watch video | Download video: 201801180952-Hill.mp4 (149M)
, University of California Berkeley
- 11:56
Targeted Learning: Integrating the State of the Art of Machine Learning with Statistical Inference
Watch video | Download video: 201801181101-vanderLaan.mp4 (162M)
, Cornell University
- 15:43
Generalized Optimal Matching for Inference and Policy Learning
Watch video | Download video: 201801181511-Kallus.mp4 (97M)
, University of Rochester
- 17:14
A Greedy Gradient Q-learning Approach for Constructing Optimal Policies in Infinite Time Horizon Settings
Watch video | Download video: 201801181643-Ertefaie.mp4 (99M)
, CMU
- 17:50
"Algorithmic bias": Practical and technical challenges
Watch video | Download video: 201801181717-Chouldechova.mp4 (115M)