We would like to thank our sponsors for supporting the Fourth Symposium on Machine Learning and Dynamical Systems.
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Please visit the official webpage of the symposium here: https://sites.google.com/site/boumedienehamzi/home/fourth-symposium-on-machine-learning-and-dynamical-systems .
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 theory 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.
We would like to thank our sponsors for supporting the Fourth Symposium on Machine Learning and Dynamical Systems.
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Name | Affiliation |
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Mohamed Abdenebaoui | Université Mohammed VI Polytechnique |
Abdullah Abdullah | The Chinese University of Hong Kong |
Markus Abel | Ambrosys GmbH |
Amel Abi | Lakehead University |
Abrari Noor Hasmi | Khalifa University |
Temitope Adekoya | |
Miguel Aguiar | KTH Royal Institute of Technology |
Shady Ahmed | Pacific Northwest National Laboratory |
Nozomi Akashi | Kyoto University |
Ali Aledarvish | Sharif University of Technology |
Brahim ALLAL | ibn zohr university |
Antonio Álvarez-López | Universidad Autónoma de Madrid |
Mohamed AMARCHICH | LMCA, FSTM of Mohammedia, Hassan II University of Casablanca. |
Noelia Andrades Pérez | |
Mita Banik | |
Anas Barakat | ETH Zürich |
Abdelkhalek Baroudi | University of Ottawa |
Deborsi Basu | Indian Institute of Technology Kharagpur |
Bogdan Batko | Jagiellonian University, Cracow |
Lahcen BELJADID | Cadi Ayyad University |
Thomas Bertalan | Johns Hopkins University |
Jeevan Bhandari | Tribhuvan University |
Shiba Biswal | University of California, Los Angeles |
Anastasia Bizyaeva | University of Washington, Seattle |
Nibodh Boddupalli | University of California Santa Barbara |
Erik Lien Bolager | Technical University of Munich |
Erik Bollt | Clarkson University |
David Bortz | University of Colorado Boulder |
Mouaad Boughellaba | Lakehead University |
Nicolas Boulle | University of Cambridge |
Anis Bourou | ENS Paris |
Idriss Boutaayamou | ibn zohr university |
Chris Budd | University of Bath |
Alexander Bykovsky | Arizona State University |
Sebastián Calcetero | University of Toronto |
Priscilla Canizares | University of Cambridge |
Graciano Carrillo Pousa | Aeronautics ETSIAE-UPM |
Omar Cayley | University of Ottawa |
Nisha Chandramoorthy | Georgia Insititue of Technology |
Chong Chen | China University of Petroleum |
Changqing Cheng | State University of New York at Binghamton |
Qiang Chen | Tongji University |
Karim Cherifi | Technical University of Berlin |
Hangjun Cho | University of Washington, Seattle |
Salah-Eddine Chorfi | Cadi Ayyad University |
Cristina Cipriani | Technical University of Munich |
Andrew Cleary | Univeristy of Edinburgh |
Matthew Colbrook | University of Cambridge |
Justin Cole | University of Colorado Colorado Springs |
Sean Cornelius | Toronto Metropolitan University |
Yash Dadlani | Indian Institute of Technology, Kanpur |
Steven Dahdah | McGill University |
Davood Damircheli | Louisiana State University |
Edward De Brouwer | Yale University |
Kamaludin Dingle | Gulf University for Science and Technology |
Akshunna S. Dogra | Imperial College London |
Goncalo dos Reis | University of Edinburgh |
Franco du Plessis | University of pretoria |
Aram Ebtekar | |
Chinedu Eleh | Auburn University |
Bard Ermentrout | University of Pittsburgh |
Fouad Et-Tahri | ibn zohr university |
haniyeh fallah | |
Lidong Fang | The Fields Institute |
Christian Fiedler | RWTH Aachen University |
James Forbes | |
Shintaro Fukushima | Toyota Motor Corporation |
Luca Galimberti | King's College London |
Manjunath Gandhi | University of pretoria |
Daniel Gauthier | The Ohio State University |
Sajjad Ghaemi | NRC-Fields Collaboration Centre |
Marco Ghilardi | |
Emilia Gibson | Imperial College London |
William Gilpin | University of Texas - Austin |
Lyudmila Grigoryeva | University of St. Gallen |
Kanan Gupta | Univ. of Pittsburgh |
Boumediene Hamzi | California Institute of Technology |
Jiequn Han | Flatiron Institute, Simons Foundation |
Masato Hara | Kyoto University |
John Harlim | The Pennsylvania State University |
Yuka Hashimoto | NTT Network Service Systems Laboratories |
Michael E Henderson | IBM Research |
Martin Hernandez Salinas | Friedrich-Alexander University Erlangen-Nürnberg (FAU) |
Tiantian He | University College London |
Birgit Hillebrecht | university of stuttgart |
Lan Hoang | IBM |
Lior Horesh | |
Yongchao Huang | University of Aberdeen |
David Hui | Hong Kong University of Science and Technology |
Lauren Hurley | University of Colorado Boulder |
Isao Ishikawa | Ehime University |
Noboru Isobe | The University of Tokyo |
Lohit Jagarapu | University of Texas - Austin |
Kukkeprasanna J | Indian Institute of Science Bengaluru |
William Kalies | University of Toledo |
Wei Kang | Naval Postgraduate School |
Bulent Karasozen | Middle East Technical University |
Mahsa Kazemi | Western University |
Alexandros Keros | University of Edinburgh |
ABDUL KHALIQ | Middle Tennessee State University |
Igor Khovanov | University of Warwick |
Niloofar Kiamari | Peterborough College, Inspire Education Group |
Liang Kong | University of Illinois Springfield |
Tamás Kovács | Eötvös University |
Arthur J Krener | Naval Postgraduate School |
Lisa Maria Kreusser | University of Bath |
Miroslav Krstic | University of California, San Diego |
Arun Kumar | |
Philipp Kunde | Jagiellonian University, Cracow |
Ying-Cheng Lai | Arizona State University |
Jeoren Lamb | Imperial College London |
Abdoul-Aziz LAOUALI | Université Mohammed VI Polytechnique |
Jonas Latz | University of Manchester |
Jonghyeon Lee | California Institute of Technology |
Daniel Lengyel | Imperial College London |
Jr-Shin Li | Washington University |
Soon Hoe Lim | Nordita, KTH Royal Institute of Technology and Stockholm University |
Qianxiao Li | National University of Singapore |
Fusheng Liu | National University of Singapore |
Giulia Livieri | The London School of Economics and Political Science |
Yiliang Li | Shandong University |
Louis Lortie | McGill University |
James Murray Louw | Nanyang Technological University |
Fei Lu | Johns Hopkins University |
James Lu | Genentech, Inc. |
Yingdong Lu | IBM T.J. Watson Research Center |
Sel Ly | National University of Singapore |
Elbert Macau | Universidade Federal de Sao Paulo |
Lakshman Mahto | Indian Institute of Information Technology Dharwad |
Maryam Maleki | Isfahan University of Technology |
Saksham Malik | University of Toronto |
Stiven Briand MASSALA | |
takashi matsumoto | Waseda University |
Ian McInerney | Imperial College London |
Etienne Mémin | |
Zaib Un Nisa Memon | Toronto Metropolitan University |
Igor Mezic | University of California |
Zahra Monfared | Technical University of Munich (TUM) |
Jose Morales | University of Texas at San Antonio |
Marian Mrozek | Wydział Matematyki i Informatyki, Uniwersytet Jagielloński |
Michael Muehlebach | Max Planck Institute for Intelligent Systems |
Imran Nasim | |
Barry Ngo | University of Ottawa |
WeiShan Ng | Universiti Sains Malaysia |
Simon Pierre NIWEMUGIZI | Holland Green Tech -VDS Acampo Ltd |
Roussel Desmond Nzoyem | University of Bristol |
Elise Oezalp | Imperial College London |
Juan-Pablo Ortega | Nanyang Technological University |
Hatice Osmanbeyoglu | University of Pittsburgh |
NURUL OTHMAN | Universiti Sains Malaysia |
Shaowu Pan | Rensselaer Polytechnic Institute |
Ankita Paul | Drexel University |
Louis Pecora | University of Maryland College Park |
erika Pellegrino | Imperial College London |
Inge H. A. Pettersen | Equinor ASA |
Friedrich Philipp | Technische Universität Ilmenau |
Habibeh Pourmand | Jagiellonian University |
Anil Radhakrishnan | North Carolina State University |
Krishnan Raghavan | Argonne National Laboratory |
Dhanusshya Raghu | RIASM, University of Madras |
Mohsen Rajabi Renani | Isfahan University of Technology |
Rajit Rajpal | University of Edinburgh |
Martina Rama | University of Trento |
William Redman | UC Santa Barbara |
Vijay Aravind Rengaraj | Aalen University |
Lorenz Richter | Zuse Institute Berlin |
Konstantin Riedl | Technical University of Munich |
Rizwan Rizwan | |
Alejandro Rodriguez Dominguez | University of Reading |
Pablo Rojas | University of Kassel |
Edmilson Roque dos Santos | |
Akshata Rudrapatna | University of Cincinnati |
Heba Sailem | King's College London |
Cristopher Salvi | Imperial College London |
Sergio Santoyo Meza | |
Duygu Sap | Mathematical Institute - University of Oxford |
Mayur Sawant | Western University |
Alessandro Scagliotti | |
Florian Schaefer | Georgia Insititue of Technology |
Tanya Schmah | University of Ottawa |
Sean Shaheen | University of Colorado Boulder |
Alireza Sharifi | University of Manitoba |
Evgeny Shindin | IBM Research - Israel |
Anurag Singh | Indian Institute of Technology, Mandi |
Priyanka Sinha | North Carolina State University |
Praveen Sivakrishna | Queen's University |
Unnikrishnan Sivakumaran Nair | Canadian Tire Corporation |
Mo Soleymani | Karlsruhe Institute of Technology (KIT) |
Eduardo Sontag | Northeastern University |
George Stepaniants | Massachusetts Institute of Technology |
Hadi Susanto | Khalifa University |
Robert Szalai | University of Bristol |
Molei Tao | Georgia Institute of Technology |
Cláudio Teixeira | Pará State University Center (CESUPA) |
Ron Te | |
Karn Tiwari | Indian Institute of Science Bengaluru |
Umesh Vaidya | Clemson University |
Pantelis Vlachas | |
Doris Voina | University of Washington |
Shida Wang | NUS |
Lin Wan | Academy of Mathematics and Systems Science, Chinese Academy of Sciences |
Chris Watson | |
Brian Whiteaker | UCSD and Scripps Inst. Oceanogr. |
Adrian Wong | US Air Force Research Lab |
Miaolan Xie | Cornell University |
Yuanchao Xu | University of Alberta |
Zhiqin Xu | Shanghai Jiao Tong University |
Xin Yee | University of Colorado Colorado Springs |
Ka Man Yim | Cardiff University |
DAIYING YIN | Nanyang Technological University |
Hongkun Zhang | University of Massachusetts Amherst |
Kai Zhang | Jilin University |
Yuanzhao Zhang | Santa Fe Institute |
Jia Zhao | Binghamton University |