Third Symposium on Machine Learning and Dynamical Systems
Description
Since its inception in the 19th century through the efforts of Poincare and Lyapunov, the theory of dynamical systems addresses the qualitative behaviour of dynamical systems as understood from models. From this perspective, the modeling of dynamical processes in applications requires a detailed understanding of the processes to be analyzed. This deep understanding leads to a model, which is an approximation of the observed reality and is often expressed by a system of Ordinary/Partial, Underdetermined (Control), Deterministic/Stochastic differential or difference equations. While models are very precise for many processes, for some of the most challenging applications of dynamical systems (such as climate dynamics, brain dynamics, biological systems or the financial markets), the development of such models is notably difficult. On the other hand, the field of machine learning is concerned with algorithms designed to accomplish a certain task, whose performance improves with the input of more data. Applications for machine learning methods include computer vision, stock market analysis, speech recognition, recommender systems and sentiment analysis in social media. The machine learning approach is invaluable in settings where no explicit model is formulated, but measurement data is available. This is frequently the case in many systems of interest, and the development of data-driven technologies is becoming increasingly important in many applications. The intersection of the fields of dynamical systems and machine learning is largely unexplored, and the goal of this symposium is to bring together researchers from these fields to fill the gap between the theories of dynamical systems and machine learning in the following directions:
- Machine Learning for Dynamical Systems: how to analyze dynamical systems on the basis of observed data rather than attempt to study them analytically.
- Dynamical Systems for Machine Learning: how to analyze algorithms of Machine Learning using tools from the theory of dynamical systems.
Registered Participants
Name | Affiliation |
---|---|
Subramaniyan Aadhithiyan | Alagappa University |
Khushnood Abbas | Zhoukou Normal University |
Quadri Adewale | McGill University |
Bedros Afeyan | Polymath Research |
Ali Aledarvish | Sharif University of Technology |
Mahamane Saminou Ali | University of Agadez |
Jehan Alswaihli | Wiltshire College and University Centre |
Muhammad Arham Amin | Shandong University of Science and Technology |
Srinidhi Arulselvan | Alagappa University |
Amirabbas Asadi | |
FESTUS ATTOR | African Institute for Mathematical Sciences |
G R Krishna Chand Avatar | Indian Institute of Science |
Vivek A | Indian Institute of Technology Madras |
Ali Azimi Olyaei | University of Manitoba |
Ibrahima Moulaye BADJI | Alioune DIOP University of Bambey |
Bernat Bassols Cornudella | Imperial College London |
Peter Bates | Michigan State University |
Hamidreza Behjoo | University of Arizona |
Asrat Mekonnen Belachew | University of São Paulo |
Tom Bertalan | Johns Hopkins University |
Mahdis Bisheban | University of Calgary |
Andreas Bittracher | Free University of Berlin |
David Bloom | Georgia State University |
Dmytro Bobyliev | Kryvyi Rih State Pedagogical University |
Erik Bollt | Clarkson University |
Santhana Krishnan Boopalan | Mississippi State University |
Chris Budd | University of Bath |
Enda Carroll | University College Dublin |
Thomas Carroll | US Naval Research Lab |
Grover Enrique Castro Guzmán | University of São Paulo |
Andreu Cecilia | Institut de Robòtica i Informàtica Industrial |
Mustafa Mert Çelikok | Aalto University |
Dalia Chakrabarty | Brunel University London |
Kanishk Chauhan | Ohio University |
Dennis Chemnitz | Free University of Berlin |
Chao Chen | University of Texas at Austin |
Chong Chen | China University of Petroleum |
Changqing Cheng | State University of New York at Binghamton |
Namhoon Cho | Cranfield University |
gaurav chopra | Indian Institute of Technology Madras |
Salah-Eddine Chorfi | Cadi Ayyad University |
TING-YANG CHOU | National Taiwan University of Science and Technology |
Ajmeri Chowdhury | University of Glasgow |
Matthew Colbrook | University of Cambridge |
Philippe Comtois | U de Montreal |
Orkid Coskuner-Weber | Turkish-German University |
Christa Cuchiero | University of Vienna |
Sai Sandeep Damera | University of Maryland |
Davood Damircheli | Mississippi State University |
Matthieu Darcy | California Institute of Technology |
Majid Darehmiraki | Behbahan Khatam Alanbia University of Technology |
Parthasakha Das | IIEST, Shibpur |
Edward De Brouwer | Katholieke Universiteit Leuven |
Mojtaba Dezvarei | University of Tennessee, Knoxville |
Sakshi Dhama | University of Szeged |
Neil Dhir | The Alan Turing Institute |
Akshunna S. Dogra | Imperial College London |
Goncalo dos Reis | University of Edinburgh |
Jan Drgona | Pacific Northwest National Laboratory |
Jinqiao Duan | Illinois Institute of Technology |
Mathieu Ducros | Kognitus |
Tamirat Temesgen Dufera | Adama Science and Technology University |
Konstantinos Efstathiou | Duke Kunshan University |
Amr El-Bakry | ExxonMobil Technology and Engineering |
Youssef EL HABOUZ | Université de Rennes 1 |
Maximilian Engel | Free University of Berlin |
Deniz Eroglu | Kadir Has University |
Muhammed Fadera | University of Exeter |
Etienne Farcot | University of Nottingham |
Omid Feizi | University of Tehran |
Michael Field | University of California Santa Barbara |
Daniel Floryan | University of Houston |
Andrew Flynn | University College Cork |
Stathi Fotiadis | Imperial College London |
Pasquini Fotsing Soh | AIMS-Cameroon |
Gary Froyland | UNSW Sydney |
Shintaro Fukushima | Toyota Motor Corporation |
Carlos Fustero Martinez | CSIC |
Zecheng Gan | Hong Kong University of Science and Technology |
Aayush Gautam | Birendra Multiple Campus, Tribhuvan University |
Marian Gidea | Yeshiva University |
David Ginsbourger | uni |
Ritik Roshan Giri | National Institute Of Technology (NIT),Rourkela,Odisha,India |
James Gleeson | University of Limerick |
Matheus Gonçalves | Kognitus |
Luke Gong | Brain Dynamics and Control |
Lukas Gonon | University of Munich |
Jose Antonio Gonzalez Prieto | Centro Universitario de la Defensa |
Gevik Grigorian | University College London |
Lyudmila Grigoryeva | University of Warwick |
Abhishek Gupta | The Ohio State University |
Burcu Gürbüz | Johannes Gutenberg University Mainz. |
Ivan Gvozdanovic | Illinois Institute of Technology |
Boumediene Hamzi | Imperial College London |
John Harlim | The Pennsylvania State University |
Yuka Hashimoto | NTT Network Service Systems Laboratories |
OMAR HASSAN | Jomo Kenyatta University of Agriculture and Technology |
Soufiane Hayou | National University of Singapore |
Carter Hinsley | Georgia State University |
Benjamin Hirzinger | Leibniz University Hannover |
David Hui | Hong Kong University of Science and Technology |
Aamal Hussain | Imperial College London |
Andrea Iannelli | ETH Zürich |
Masahiro Ikeda | RIKEN |
Noboru Isobe | The University of Tokyo |
Otasowie Iyare | FUTA |
Natalia Janson | Loughborough University |
Ro Jefferson | Nordita |
William Jin | City University of New York |
Karl John | New York University |
Wouter Jongeneel | École Polytechnique Fédérale de Lausanne |
Elizabeth Jordan | University of Maryland |
Dianavinnarasi Joseph | Alagappa University |
Sayooj Aby Jose | Alagappa University |
Amirmasoud Kalantari | University of Kansas |
Wei Kang | Naval Postgraduate School |
Erdi Kara | Spelman College |
Avinash Karamchandani | University of Arizona |
Shawn Kern | New York University |
Alexandros Keros | University of Edinburgh |
Yannis Kevrekidis | Johns Hopkins University |
Najmeh Khajoei | University of Iceland |
Ali Khaledi Nasab | CODA Biotherapeutics |
Azadeh Khaleghi | Lancaster University |
Patrick Kidger | |
Victoria Klein | Imperial College London |
Maxwell Kongkuah | Jiangsu University |
Assionvi Hove Kouevi | Quantum Leap Africa |
prashant kumar | SAC-ISRO |
Vinod kumar | IITD |
Mykola Kushnir | Yuriy Fedkovych Chernivtsi National University |
Nathan Kutz | University of Washington |
Matthew Kvalheim | University of Pennsylvania |
Jeroen Lamb | Imperial College London |
Quanjun Lang | Johns Hopkins University |
Jianglin Lan | University of Glasgow |
Phillipo Lappicy | Universidade Federal do Rio de Janeiro |
Jonghyeon Lee | |
lei lei | City University of Hong Kong |
Tatiana Levanova | Lobachevsky University |
Matthew Levine | California Institute of Technology |
Junheng Li | Imperial College London |
Soon Hoe Lim | Nordita, KTH Royal Institute of Technology and Stockholm University |
Kevin Lin | University of Arizona |
Alec Linot | University of Wisconsin–Madison |
Ping LIn | University of Toronto |
David Lipshutz | Flatiron Institute |
Qianxiao Li | National University of Singapore |
Feng Liu | Stevens Institute of Technology |
Jia Liu | University of West Florida |
Yunpeng Li | University of Surrey |
Fei Lu | Johns Hopkins University |
James Lu | Genentech, Inc. |
Yingdong Lu | IBM T.J. Watson Research Center |
Terry Lyons | University of Oxford |
Rajnish Mallick | Thapar Institute of Engineering and Technology |
Matteo Manzi | MOD SRLS |
Dimitra Maoutsa | Technical University of Berlin |
Pierre Marion | Sorbonne University |
Stefano Marmi | Scuola Normale Superiore |
Emin Martirosyan | University of Groningen |
Stiven Briand God MASSALA MOUSSOUNDA | Paris-Saclay University |
David Massegur | University of Southampton |
Jared McBride | University of Arizona |
Arash Mehrjou | GlaxoSmithKline |
Itamar Menuhin | Tel Aviv University |
Igor Mezic | University of California |
Robyn Miller | The Tri-Institutional Center for Translational Neuroimaging and Data Science |
Sudhanshu Mishra | Indian Institute of Technology, Kanpur |
Eduardo Mojica-Nava | Universidad Nacional de Colombia |
Ali molavi | Institut de Robòtica i Informàtica Industrial |
Mattes Mollenhauer | Free University of Berlin |
Saeed Momtaz | |
Jose Morales | University of Texas at San Antonio |
Christina Morgenstern | Pädagogische Hochschule Kärnten |
Kirsten Morris | University of Waterloo |
Saman Mostafavi | Palo Alto Research Center |
Marian Mrozek | Wydział Matematyki i Informatyki, Uniwersytet Jagielloński |
Sayak Mukherjee | Pacific Northwest National Laboratory |
Sayan Mukherjee | Duke University, Leipzig University, MPI-MiS |
Santiago Musalem Pinto | Imperial College London |
Monal Narasimhamurthy | University of Colorado Boulder |
Marcos Netto | National Renewable Energy Laboratory |
Erfaun Noorani | University of Maryland College Park |
Clement NSHIMIYIMANA | AIMS-Senegal(https://aims-senegal.org/) |
Berthine Nyunga Mpinda | African Institute for Mathematical Sciences |
Samuel Ogunjo | Federal University of Technology, Akure |
Kayode Stephen Ojo | Department of Physics, University of Lagos, Akoka, |
PHILIP OMONDI | University of Nairobi |
Kehinde Omoteso | Olabisi Onabanjo University, P.M.B. 2002, Ago-Iwoye, Ogun state, Nigeria |
Juan-Pablo Ortega | Nanyang Technological University |
Edward Ott | University of Maryland |
Mary Ott | |
Prashant Pandey | SRM Institute of Science and technology |
Parth Paritosh | University of California, San Diego |
Induja Pavithran | Indian Institute of Technology Madras |
Louis Pecora | Naval Research Laboratory |
erika pellegrino | Imperial College London |
Vuong Van Pham | University of Kansas |
Petri Piiroinen | Chalmers University of Technology |
Thomas Puleston | Polytechnic University of Catalonhia |
Sumit Purohit | Pnnl |
Jianliang Qian | Michigan State University |
Zhijun George Qiao | UTRGV |
Weiwei Qi | University of Alberta |
Shakil Rafi | University of Arkansas |
Barath Raj | Amrita Vishwa Vidyapeetham University |
Anirudh Rayas | Arizona State University |
William Redman | UC Santa Barbara |
Ludovic Renson | Imperial College London |
Rodolfo Reyes-Báez | University of Groningen |
Daniel Rodriguez | Pfizer |
R ROHIT | IIT Madras |
Edmilson Roque dos Santos | Universidade de São Paulo |
Dimitrios Roxanas | University of Sheffield |
Tuhin Sahai | Raytheon Technologies Research center |
Mohammad Sajid | Qassim University |
Adil Salim | Microsoft Research |
Cristopher Salvi | Imperial College London |
Ilya Orson Sandoval | Imperial College London |
Fabio Santos Ferreira | Imperial College London |
Timothy Sauer | George Mason University |
Yutong Sha | University of California, Irvine |
Arsha Sherly | TU Kaiserslautern |
andrey shilnikov | Georgia State University |
Nayef Shkeir | University of Warwick |
Umut Simsekli | INRIA-ENS |
Mike Singer | Stenomics, LLC |
Anurag Singh | Indian Institute of Technology, Mandi |
Gurjot Singh | Georgia Institute of Technology |
Rajiv Singh | MathWorks |
Priyanka Sinha | North Carolina State University |
Piotr Skrzypacz | Nazarbayev University |
Patrick Nelson S | Alagappa University |
Raymond Spiteri | University of Saskatchewan |
Sharan Sreedeep | Indian Institute of Technology Madras |
Panos Stinis | Pacific Northwest National Laboratory |
Sumukha Shridhar -- | Technical University of Munich |
Danish Ali Sunny | Institute of Space Technology |
Rupchand Sutradhar | Indian Institute of Technology Guwahati |
Robert Szalai | University of Bristol |
Ying Tang | cdut |
Josef Teichmann | ETH Zürich |
Ron Te | |
Wei Hao Tey | Imperial College London |
Cameron Thieme | Rutgers University |
praveen throvagunta | |
Alex Townsend | Cornell University |
Reagan Kasonsa Tshiangomba | Università degli studi dell'Aquila |
Irfan UL Hassan | Budapest University of Technology and Economics |
Jorge Urrea | Leibniz Universität Hannover |
Vahideh Vahidifar | University of Sussex |
Riccardo Valperga | University of Amsterdam |
Sebastian Van Strien | Imperial College London |
Marta Varela | Imperial College London |
HELMUTH VILLAVICENCIO FERNANDEZ | Instituto de Matemáticas y Ciencias Afines |
Pantelis Vlachas | ETH Zürich |
Steven Walton | Southern Methodist University |
Deqing Wang | Shenyang Institute of Automation, Chinese Academy of Sciences |
Jing Wang | Oregon State University |
Xiao Wang | Henan university |
Brian Whiteaker | UCSD and Scripps Inst. Oceanogr. |
Daniel Wilke | University of pretoria |
Seb Wilkes | University of Oxford |
Woldegebriel Assefa Woldegerima | York University |
Adrian Wong | US Air Force Research Lab |
Yau Shu Wong | University of Alberta |
Chien-Cheng Wu | AAU |
hongjin wu | ETH Zürich |
Wuwei Wu | City University of Hong Kong |
Miaolan Xie | Cornell University |
Yunan Yang | ETH Zürich |
Kevin Yao | AMAT |
Weijia Yao | |
DAIYING YIN | Nanyang Technological University |
Natsuhiko Yoshinaga | Tohoku University |
Saleem Yousuf | Central University of Rajasthan |
Jinzhu Yu | RPI |
Muhammad Ismail Yunus | Bandung Institute of Technology |
Jingdong Zhang | Fudan University |
Zhongqiang Zhang | Worcester Polytechnic Institute |
Jia Zhao | Utah State University |
Xinyue Zhao | Vanderbilt University |
Yuying Zhao | Worcester Polytechnic Institute |
Ming Zhong | Texas A&M University |
Peijie Zhou | University of California, Irvine |
xueyu zhu | Department of Mathematics, University of Iowa |
Jovan Zigic | Dominican College |