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Affiliation |
Faculty of Environment and Information Sciences, Division of Social Environment and Information |
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Job Title |
Associate Professor |
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Research Fields, Keywords |
Intelligent Information Processing, Artificial Intelligence, Evolutionary Computation, Machine Learning, Image Processing and Recognition |
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Mail Address |
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Web Site |
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Related SDGs |
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SHIRAKAWA Shinichi
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ORCID
The Best Research Achievement in Research Career 【 display / non-display 】
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【Published Thesis】 Adaptive Stochastic Natural Gradient Method for One-Shot Neural Architecture Search 2019.06
【Published Thesis】 Dynamic Optimization of Neural Network Structures Using Probabilistic Modeling 2018.02
【Published Thesis】 A Genetic Programming Approach to Designing Convolutional Neural Network Architectures 2017.07
The Best Research Achievement in the last 5 years 【 display / non-display 】
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【Published Thesis】 Finite-Sample Analysis of Information Geometric Optimization with Isotropic Gaussian Distribution on Convex Quadratic Functions 2020
【Published Thesis】 Evolution of Deep Convolutional Neural Networks Using Cartesian Genetic Programming 2020.03
【Published Thesis】 Adaptive Stochastic Natural Gradient Method for One-Shot Neural Architecture Search 2019.06
【Published Thesis】 Dynamic Optimization of Neural Network Structures Using Probabilistic Modeling 2018.02
【Published Thesis】 A Genetic Programming Approach to Designing Convolutional Neural Network Architectures 2017.07
Profile 【 display / non-display 】
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Shinichi Shirakawa received his B.E., M.E. degrees, and Ph.D. degree in engineering from Yokohama National University in 2005, 2007, and 2009, respectively. He was a research fellow of the Japan Society for the Promotion of Science (JSPS) from 2008 to 2010. He worked at FUJITSU LABORATORIES LTD. from 2010 to 2012 as a researcher. He was a research associate and an assistant professor at Aoyama Gakuin University from 2012 to 2013 and from 2013 to 2015, respectively. He was an assistant professor at the University of Tsukuba from 2015 to 2016. He was a lecturer at Yokohama National University from 2016 to 2021. He is currently an associate professor at Yokohama National University. His research interests include evolutionary computation, machine learning, computer vision, and so on.
Graduating School 【 display / non-display 】
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2001.04-2005.03
Yokohama National University Faculty of Engineering Division of Electrical and Computer Engineering Graduated
Graduate School 【 display / non-display 】
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2007.04-2009.03
Yokohama National University Graduate School of Environment and Information Sciences Department of Information Media and Environment Sciences Doctor Course Completed
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2005.04-2007.03
Yokohama National University Graduate School of Environment and Information Sciences Department of Information Media and Environment Sciences Master Course Completed
Degree 【 display / non-display 】
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Doctor of Engineering - Yokohama National University
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Master of Engineering - Yokohama National University
Campus Career 【 display / non-display 】
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2021.04-Now
Duty Yokohama National UniversityFaculty of Environment and Information Sciences Division of Social Environment and Information Associate Professor
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2016.04-2021.03
Duty Yokohama National UniversityFaculty of Environment and Information Sciences Division of Social Environment and Information Lecturer
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2021.04-Now
Concurrently Yokohama National UniversityGraduate School of Environment and Information Sciences Department of Information Environment Associate Professor
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2021.04-Now
Concurrently Yokohama National UniversityCollege of Engineering Science Department of Mathematics, Physics, Electrical Engineering and Computer Science Associate Professor
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2021.04-Now
Concurrently Yokohama National UniversityInterfaculty Graduate School of Innovative and Practical Studies Associate Professor
External Career 【 display / non-display 】
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2020.10
RIKEN RIKEN AIP-FUJITSU Collaboration Center, RIKEN Center for Advanced Intelligence Project Visiting Researcher
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2015.04-2016.03
University of Tsukuba Faculty of Engineering, Information and Systems Assistant Professor
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2013.04-2015.03
Aoyama Gakuin University College of Science and Engineering Assistant Professor
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2012.04-2013.03
Aoyama Gakuin University College of Science and Engineering Research Assistant
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2010.04-2012.03
Fujitsu Laboratories Ltd. Researcher
Academic Society Affiliations 【 display / non-display 】
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2018.04
The Iron and Steel Institute of Japan
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2018.01
AAAI
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2016.09
ACM
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2016.01
The Institute of Image Electronics Engineers of Japan
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2014.09
The Institute of Electrical Engineers of Japan
Field of expertise (Grants-in-aid for Scientific Research classification) 【 display / non-display 】
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Intelligent informatics
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Soft computing
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Perceptual information processing
Books 【 display / non-display 】
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Deep Neural Evolution --Deep Learning with Evolutionary Computation (H. Iba and N. Noman (eds))
Masanori Suganuma, Shinichi Shirakawa, Tomoharu Nagao (Part： Contributor , Range: Designing Convolutional Neural Network Architectures Using Cartesian Genetic Programming )
Springer, Singapore 2020.05 ISBN: 978-981-15-3684-7
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Ant Colony Optimization - Methods and Applications
Shinichi Shirakawa, Shintaro Ogino, Tomoharu Nagao (Part： Contributor , Range: Automatic Construction of Programs Using Dynamic Ant Programming )
IN-TECH 2011.02 ISBN: 9789533071572
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Genetic Programming Theory and Practice VII
Shinichi Shirakawa,Tomoharu Nagao (Part： Contributor , Range: Graph Structured Program Evolution: Evolution of Loop Structures )
Springer 2010 ISBN: 9781441916259
Papers 【 display / non-display 】
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Finite-Sample Analysis of Information Geometric Optimization with Isotropic Gaussian Distribution on Convex Quadratic Functions
Kento Uchida, Shinichi Shirakawa, Youhei Akimoto
IEEE Transactions on Evolutionary Computation ( IEEE ) 24 ( 6 ) 1035 - 1049 2020.12 [Refereed]
Joint Work
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Reinforcement Learning-Based Redirection Controller for Efficient Redirected Walking in Virtual Maze Environment
Wataru Shibayama, Shinichi Shirakawa
Proceedings of the 37th Computer Graphics International Conference (CGI) 2020 ( Springer, Cham ) 12221 of LNCS 33 - 45 2020.10 [Refereed]
Joint Work
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Adaptive Stochastic Natural Gradient Method for Optimizing Functions with Low Effective Dimensionality
Teppei Yamaguchi, Kento Uchida, Shinichi Shirakawa
Proceedings of the 16th International Conference on Parallel Problem Solving from Nature (PPSN XVI) ( Springer, Cham ) 12269 of LNCS 719 - 731 2020.09 [Refereed]
Joint Work
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Evolution of Deep Convolutional Neural Networks Using Cartesian Genetic Programming
Masanori Suganuma, Masayuki Kobayashi, Shinichi Shirakawa, Tomoharu Nagao
Evolutionary Computation ( MIT Press ) 28 ( 1 ) 141 - 163 2020.03 [Refereed]
Joint Work
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Pattern Image Synthesis Using Kosode Byobu Images
Shinichi Shirakawa, Yuuka Ida, Kouzou Ohara, Tetsuya Toyota
( National Museum of Japanese History ) 220 169 - 185 2020.03
Joint Work
Academic Awards Received 【 display / non-display 】
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Genetic and Evolutionary Computation Conference (GECCO) 2017 Best Paper Award
2017.07.19
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IEEE Computational Intelligence Society Japan Chapter Young Researcher Award
2009.12.20 IEEE Computational Intelligence Society Japan Chapter Generation of Search Spaces to Emphasize Performance Difference of Real Coded Crossovers Using Genetic Programming
Winner： Shinichi Shirakawa
Grant-in-Aid for Scientific Research 【 display / non-display 】
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Grant-in-Aid for Scientific Research(C)
Project Year： 2021.04 - 2024.03
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Grant-in-Aid for Scientific Research(B)
Project Year： 2020.04 - 2025.03
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Grant-in-Aid for Scientific Research(B)
Project Year： 2020.04 - 2023.03
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Grant-in-Aid for Scientific Research(C)
Project Year： 2019.04 - 2022.03
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Grant-in-Aid for Young Scientists(B)
Project Year： 2015.04 - 2018.03
Presentations 【 display / non-display 】
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[Tutorial] Evolutionary Machine Learning
Masaya Nakata, Shinichi Shirakawa, Will Browne
IEEE World Conference on Computational Intelligence 2020 (WCCI 2020) (Online) 2020.07.19 IEEE
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[Tutorial] Evolutionary Machine Learning
Masaya Nakata, Shinichi Shirakawa, Will Browne
2019 IEEE Congress on Evolutionary Computation (CEC 2019) (Wellington, New Zealand) 2019.06.10 IEEE
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Recent Progress in Deep Neural Network Architectures and their Applications
Shinichi Shirakawa [Invited]
JpGU Meeting 2019 (Chiba, Japan) 2019.05.30 JpGU
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Designing Deep Neural Network Structures Based on Evolutionary Computation
Shinichi Shirakawa [Invited]
2018 JPNSEC International Workshop on Evolutionary Computation (Shenzhen, China) 2018.09.01 The Japanese Society for Evolutionary Computation (JPNSEC)
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Recent Trend of Neural Network Architecture Search
Shinichi Shirakawa [Invited]
Lviv Data Science Summer School 2018 (Liviv, Ukraine) 2018.07.28 Faculty of Applied Sciences of Ukrainian Catholic University