Rough Path and Machine Learning Research Group



Our group organizes seminars, workshops and conferences. Information about past and upcoming events can be found here.

Featued Events: 

Mathematics of transfer learning and transfer risk: from medical to financial data analysis

Date: 16:00 (BST), May 31, 2023

Venue: Online

Description: Transfer learning is an emerging and popular paradigm for utilizing existing knowledge from previous learning tasks to improve the performance of new ones. In this talk, Prof. Xin Guo from UC Berkeley will present transfer learning in the early diagnosis of eye diseases: diabetic retinopathy and retinopathy of prematurity. She will discuss how this empirical study leads to the mathematical analysis of the feasibility and transferability issues in transfer learning. She will also show how a mathematical framework for the general procedure of transfer learning helps establish the feasibility of transfer learning and for the analysis of the associated transfer risk.

Link: https://windsmath-seminar.github.io/event-details-0531.html

Archived Events:

Past and Archived events

Vietnam Spring School: machine learning and rough paths for sequential data analysis

Date: March 16, 2022

Venue:  Institute of Mathematics, Vietnam Academy of Science and Technology, Hanoi, Vietnam & Online

Link: http://math.ac.vn/conference/MLRPT2023/index.php?lang=vi

Banff workshop on New interfaces of stochastic analysis and rough paths 

Date: September 04 - 09, 2022

Venue: Banff International Research Station for Mathematical Innovation and Discovery (BIRS), Canada.

Link: https://www.birs.ca/events/2022/5-day-workshops/22w5116

RSS Applied Probability Section: Time series generation and anomaly detection in high dimensions

Date: March 16, 2022

Venue: Online 

Link: https://rss.org.uk/training-events/events/events-2022/rss-events/time-series-generation-and-anomaly-detection-in-hi/ 

UCL-PKU joint workshop on rough paths and machine learning

Date: June 15, 2021

Venue: Online 

Link: https://bicmr.pku.edu.cn/content/show/17-2517.html

RSS Applied Probability Section: Rough path theory in machine Learning

Date: August 26, 2020

Venue: Online

Link: https://rss.org.uk/training-events/events/events-2020/sections/rough-pat...