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Workshop on heterogeneous and distributed data

The workshop will be held on 10 -12 June 2024 at the University of Warwick.


The aim of the event is to bring together researchers in areas such as missing data, (local) differential privacy, communication-constrained inference and transfer learning to share recent progress and motivate future directions.

Speakers

Kabir Aladin Verchand (University of Cambridge)
Mona Azadkia (London School of Economics)
Claire Boyer (Sorbonne Université)
Olga Klopp (ESSEC Business School)
Ariane Marandon (Turing Institute)
Niklas Pfister (University of Copenhagen)
Henry Reeve (University of Bristol)
Angelika Rohde (Universität Freiburg)
Dominik Rothenhäusler (Stanford University)
Richard Samworth (University of Cambridge)
Torben Sell (University of Edinburgh)
Weijie Su (University of Pennsylvania)
Botond Szabo (Bocconi University)
Yuhao Wang (Tsinghua University)
Yi Yu (University of Warwick)

Organising Committee: Tom Berrett and Tim Cannings

Contact: tom.berrett@warwick.ac.uk, timothy.cannings@ed.ac.uk


Attendance and Registration

Please register at the link below so that we have an idea of numbers for catering. We will hold a poster session for new researchers. If you would like to present a poster then please submit an abstract when you register. Notifications of acceptance will be given as soon as possible and no later than 17th May 2024.

REGISTRATION PAGE

Registration closes on Monday 13th May 2024

We hope to be able to accept all registrations. In the case of oversubscription we may have to prioritise those participants presenting posters and/or working on topics aligned with the theme of the workshop.


Book of abstracts .pdf


Location

All talks take place in Zeeman Building room MS.01 at the University of Warwick, and refreshments will be served in The Street, just outside this room. The reception and poster session will be held on the ground floor of the Mathematical Sciences Building.

Information on travelling to the university can be found here. In particular, the best train station is Coventry, to which there are direct trains from Birmingham (around 20 minutes) and London Euston (around 1 hour). The closest airport is Birmingham International, though London airports have more availability for longer flights.


Schedule

Monday 10th June 

08:45-09:00 Registration

09:00-09:10 Welcome

09:10-10:00 Henry Reeve: Adaptive classification for non-stationary label-shift and a local Dvoretzky--Kiefer--Wolfowitz--Massart inequality 

10:00-10:30 Coffee Break

10:30-11:20 Kabir Aladin Verchand: Mean estimation beyond missing completely at random

11:30-12:20 Claire Boyer: Linear prediction with missing inputs: a blessing or a curse?

12:30-14:00 Lunch Break

14:00-14:50 Angelika Rohde: Nonparametric Bootstrap of High-Dimensional Sample Covariance Matrices

15:00-15:50 Torben Sell: Nonparametric classification with missing data

16:00-16:30 Tea Break

16:30-17:20 Weijie Su: A statistical framework of watermarks for large language models: Pivot, detection efficiency and optimal rules

18:00-20:00 Reception and Poster Session (Ground floor of the Mathematical Sciences Building)

Tuesday 11th June 

09:00-09:50 Richard Samworth: Optimal convex M-estimation via score matching

10:00-10:30 Coffee Break

10:30-11:20 Olga Klopp: Denoising over network with application to partially observed epidemics

11:30-12:20 Ariane Marandon: Selecting informative conformal prediction sets with false coverage rate control

12:30-14:00 Lunch Break

14:00-14:50 Botond Szabo: On distributed estimation and testing under communication constraints

15:00-15:50 Yi Yu: Local differential privacy: User-level and federated learning

16:00-16:30 Tea Break

16:30-17:20 Dominik Rothenhäusler: Out-of-distribution generalization under random, dense distributional shifts

18:30-20:30 Conference Dinner (Scarman, by invitation only)

Wednesday 12th June

09:00-09:50 Niklas Pfister: Extrapolation-aware nonparametric statistical inference

09:50-10:40 Yuhao Wang: Long-term causal inference under persistent confounding via data combination

10:40-11:00 Coffee Break

11:00-11:50 Mona Azadkia: A simple measure of conditional dependence

12:00-13:30 Lunch Break

13:30-16:00 Open Discussion

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