Workshop on Mathematical Machine Learning and Application
The Workshop on Mathematical Machine Learning and Application will take place on April 27-29, 2020. Workshop will be held in room 114 of the Department of Mathematics of Penn State, located at McAllister Building, Pollock Rd, State College, PA.
There is also a short course “A Mathematical Introduction to Deep Learning” which will be given by Jinchao Xu from Penn State in the afternoon at 2:00pm-5:00pm Sunday, April 26 2020.
Today, machine learning is a hot topic with important practical applications. Notable successes are the classification problems for identifying pictures and the Artificial Intelligence (AI) Go-player, AlphaGo Zero, which beat the best human player in the world. While these successes indicate that we are making progress toward applying AI to various important tasks, there are many emerging scientific questions. For instance, how can we understand these empirical successes in a mathematically rigorous way, using approximation theory and probability theory? Can we develop a theory which can guarantee the success of machine learning models in certain situations? How can we apply ideas from machine learning to existing problems in numerical analysis, such as Bayesian inference, operator estimation, solving PDE’s, density estimation, sampling methodology, and uncertainty quantification. Can machine learning be applied to the mathematical modeling of dynamical systems that historically relies on first principle calculations?
This workshop aims to bring together leading experts across scientific disciplines to discuss recent efforts in addressing these questions. Our hope is that the activity will inspire and attract participants to work on related mathematical problems in this emerging field and hopefully contribute to the development of the modern data-driven scientific computational methods to address these questions.
- Gregery T. Buzzard, Purdue University
- Eric Darve, Stanford University
- Bin Dong, Peking University
- Weinan E, Princeton University
- C. Lee Giles, The Pennsylvania State University
- Dimitris Giannakis, Courant Institute of Mathematical Sciences
- John Harlim, The Pennsylvania State University
- Thomas Y. Hou, California Institute of Technology
- George Karnidakis, Brown University
- Stanley Osher, University of California, Los Angeles
- Zuowei Shen, National University of Singapore
- Andrew Stuart, California Institute of Technology
- Short Course ( Sunday, April 26 2020).
|Time||Speaker||Title and Abstract|
|2:00-5:00pm||Jinchao Xu, Penn State University||
Please fill the form for registration here.
Please note due to limited capacity, the deadline to register for the workshop is March 26th.
If funding is available and you would like to apply for support, please email Natasha Urbanik at email@example.com the following:
- Cover Letter
- Statement about research & motivation to participate in the workshop
- Estimated support requested
- Letter of support from Thesis Advisor (Graduate Student ONLY)
Lodging reservations for the Invited Speakers will be made by the Department.
Participants can stay at the Days Inn or Hyatt Place State College. Participants should make their own hotel reservations and guarantee with a valid credit card. Guests will pay for their own lodging at the hotel during checkout. Please call hotel phone number listed, code will not work with the online system.
Days Inn: 1-800-258-3297 or 814-238-8454. Reference group code 042620PSU. Rates are $94+tax(two beds)/night. Reservations with PSU discount must be made on or before March 26, 2020.
Hyatt Place State College: 1-888-492-8847. Reference group code . Rates are $109+tax(two beds)/night. Reservations with PSU discount must be made on or before April 3, 2020.
Should you decide change your arrival/departure dates or if you should decide not to attend, please contact the hotel directly. Please note: cancellation fees, early depature fees and no-show policies effective.
Jinchao Xu (The Pennsylvania State University)
John Harlim (The Pennsylvania State University)
Juncai He (The Pennsylvania State University)
Jonathan Siegel (The Pennsylvania State University)
Workshop Staff Assistant
Natasha Urbanik: firstname.lastname@example.org