ROADS Workshop 2027
Advances in Large-Scale and Stochastic Optimization

- Dates
- Friday–Saturday, May 21–22, 2027
- Place
- Rutgers Business School, New Brunswick, NJ
- Format
- Two days, single track, invited talks
About the workshop
Optimization is the engine of modern data science. Training a model, fitting a statistical estimator, or making a decision under uncertainty all come down to solving very large optimization problems, often from noisy, sampled, or streaming data.
This workshop brings together researchers working on large-scale and stochastic optimization and on its connections to machine learning and statistical learning: algorithms that scale to massive and distributed data, methods that cope with randomness and risk, and the theory that explains when and why they work. The program runs in a single track over two days, with about eight invited talks a day and time for discussion. Faculty, postdocs, and doctoral students are all welcome.
Program
Speakers and talk titles will be posted as they are confirmed.
Friday, May 21Day 1
- Breakfast and registration
- Welcome
- Invited talks 1–2
- Coffee break
- Invited talks 3–4
- Lunch
- Invited talks 5–6
- Coffee break
- Invited talks 7–8
- Workshop dinner
Saturday, May 22Day 2
- Breakfast
- Invited talks 9–10
- Coffee break
- Invited talks 11–12
- Lunch
- Invited talks 13–14
- Coffee break
- Invited talks 15–16
- Closing remarks
Invited speakers
The speaker list will be announced soon.
Organizers
- Mert GürbüzbalabanRutgers Business School
- Jonathan EcksteinRutgers Business School
- Xiaodong LinRutgers Business School
- Andrzej RuszczyńskiRutgers Business School
Registration, venue, and travel
Registration
Registration details will be posted here. Students are especially encouraged to attend.
Travel support
Some limited financial support for travel will be available on a case-by-case basis.
Venue
Rutgers Business School, Rutgers University–New Brunswick, New Jersey. Room and directions to follow.
Hotels
The Heldrich and the Hyatt Regency New Brunswick are both close by. Details of a room block will be posted here.
Questions about the workshop: mg1366@rutgers.edu. Organized by ROADS, the Rutgers Center for Optimization, Analytics, and Data Science, at Rutgers Business School.