2018/7/10 13:30
要旨
Abstract
The purpose of this workshop is to bring together discrete optimizers and machine learning researchers, theory people and practitioners in an effort to bridge the fields and stimulate cross-disciplinary interaction.
Registration
Sorry, it became filled to capacity. (as of July 17)
Program
Monday, July 23
| 09h30 – 10h00 | Reception/ Opening remarks | |
| 10h00 – 12h00 | Session A1 | |
| A11 | Blended conditional gradients/ Sebastian Pokutta (Georgia Tech) |
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| A12 | Project-free simplex descent/ Dan Tu (Georgia Tech) |
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| A13 | Finding new molecules using deep neural network, simulation, and search/Kazuki Yoshizoe (RIKEN AIP) | |
| A14 | Learning when to use a decomposition/ Axel Parmentier (Ecole Nationale des Ponts et Chaussées) |
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| 12h00 – 13h30 | Lunch | |
| 13h30 – 15h30 | Session A2 | |
| A21 | Generative modeling via feasibility and iterative projection/ Naveen Kodali (Georgia Tech) |
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| A22 | Exact clustering via integer programming and maximum satisfiability/ Atsushi Miyauchi (RIKEN AIP) |
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| A23 | Approximation algorithms for covering problems/ Yotaro Takazawa (Tokyo Institute of Technology) |
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| A24 | Submodular reassignment problem for reallocating agents to tasks with synergy effects/ Yoshio Okamoto (University of Electro Communications) |
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| 15h30 – 16h00 | Coffee break | |
| 16h00 – 17h30 | Session A3 | |
| A31 | Deep reinforcement learning in inventory management/ Jana Boerger (Georgia Tech) |
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| A32 | A framework of efficient online learning algorithms and applications/ Nguyễn Kim Thắng (Université d’Evry) |
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| A33 | Machine learning from weak supervision/ Masashi Sugiyama (RIKEN AIP/ University of Tokyo) |
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Tuesday, July 24
| 09h30 – 10h00 | Reception | |
| 10h00 – 12h00 | Session B1 | |
| B11 | Discrete DC programming for integrally convex functions/ Kazuo Murota (Tokyo Metropolitan University) |
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| B12 | On limited memory Kelley’s method/ Swati Gupta (Georgia Tech) | |
| B13 | Submodular maximization over logics/ Takanori Maehara (RIKEN AIP) | |
| B14 | Finding Submodularity hidden in symmetric difference/ Shuji Kijima (Kyushu University) | |
| 12h00 – 13h00 | Lunch | |
| 13h00 – 14h00 | Robot Demo I | |
| Cognitive Assistive Technology team/ Mihoko Otake (RIKEN AIP / University of Tokyo) |
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| 14h00 – 15h30 | Session B2 | |
| B21 | Random projections in mathematical programming/ Leo Liberti (CNRS and Ecole Polytechnique) | |
| B22 | An iterative algorithm using random projection for LP/ Pierre-Louis Poirion (CNRS and Ecole Polytechnique) | |
| B23 | Randomized Sketches for feasibility of large linear systems subject to arbitrary convex constraints/ Khac Ky Vu (Chinese University of Hong Kong) | |
| 15h30 – 16h00 | Coffee | |
| 16h00 – 17h30 | Session B3 | |
| B31 | Fenchel-Moreau conjugation inequalities in generalized convexity/ Michel De Lara (Ecole Nationale des Ponts et Chaussées) | |
| B32 | Heterogeneous medical data analysis by selective inference/ Ichiro Takeuchi (RIKEN AIP/ Nagoya Institute of Technology) | |
| B33 | Fast yet simple natural-gradient variational inference in complex models/ Mohammad Emtiyaz Khan (RIKEN AIP) | |
Wednesday, July 25
| 09h30 – 10h00 | Reception | |
| 10h00 – 12h00 | Session C1 | |
| C11 | Robust hypothesis testing using Wasserstein uncertainty/ Yao Xie (Georgia Tech) | |
| C12 | Statistical estimation for non-smooth functions with the regularity lemma/ Masaaki Imaizumi (RIKEN AIP/ Institute of Statistical Mathematics) | |
| C13 | Semi-parametric choice models/ Selin Ahipasaoglu (Singapore University of Technology and Design) |
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| C14 | Mathematical programming for limited memory influence diagram/ Victor Cohen (Ecole Nationale des Ponts et Chaussées) |
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| 12h00 – 13h00 | Lunch | |
| 13h00 – 14h00 | Robot Demo II | |
| Hakuto, the Japanese Google-X team Takeshi Hakamada (Ispace) |
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| 14h00 – 15h30 | Session C2 | |
| C21 | Legal assignments and fast EADAM with consent via classical theory of stable matchings/ Yuri Faenza (Columbia University) | |
| C22 | Tensor factorization for spatio-temporal predictions/ Koh Takeuchi (NTT Labs) | |
| C23 | Treewidth-based extension complexity lower bounds/ Gonzalo Muñoz (Polytechnique Montréal) | |
| 15h30 – 16h00 | Coffee | |
| 16h00 – 17h30 | Session C3 | |
| C31 | Spectral sparsification of hypergraph/ Yuichi Yoshida (National Institute of Informatics) |
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| C32 | Approximation algorithms for covering problems/ Yotaro Takazawa (Tokyo Institute of Technology) |
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| C33 | Convex matroid optimization, lattice polytopes, and degree sequences of hypergraphs/Antoine Deza (McMaster University) | |
| 17h30 | Closing remarks | |
(Last update: July 05, 2018)
詳細情報
| 日時 | 2018/07/23(月) - 2018/07/25(水) 10:00 - 17:00 |
| 開場 | 09:30 |
| URL | https://aip.riken.jp/access/?lang=en |
