|
Affiliation |
Faculty of Environment and Information Sciences, Division of Social Environment and Information |
|
Job Title |
Associate Professor |
|
Research Fields, Keywords |
Image Processing and Recognition, Machine Learning, Evolutionary Computation, Artificial Intelligence, Intelligent Information Processing |
|
Mail Address |
|
|
Web Site |
|
|
Related SDGs |
|
SHIRAKAWA Shinichi
|
|
ORCID
The Best Research Achievement in Research Career 【 display / non-display 】
-
【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 】
-
【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 】
-
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.
Education 【 display / non-display 】
-
2007.4-2009.3
Yokohama National University Department of Information Media and Environment Sciences Doctor Course Completed
-
2005.4-2007.3
Yokohama National University Department of Information Media and Environment Sciences Master Course Completed
-
2001.4-2005.3
Yokohama National University Division of Electrical and Computer Engineering Graduated
Degree 【 display / non-display 】
-
Doctor of Engineering - Yokohama National University
-
Master of Engineering - Yokohama National University
Campus Career 【 display / non-display 】
-
2021.4
Duty Yokohama National UniversityFaculty of Environment and Information Sciences Division of Social Environment and Information Associate Professor
-
2016.4-2021.3
Duty Yokohama National UniversityFaculty of Environment and Information Sciences Division of Social Environment and Information Lecturer
-
2021.4
Concurrently Yokohama National UniversityGraduate School of Environment and Information Sciences Department of Information Environment Associate Professor
-
2021.4
Concurrently Yokohama National UniversityCollege of Engineering Science Department of Mathematics, Physics, Electrical Engineering and Computer Science Associate Professor
-
2021.4
Concurrently Yokohama National UniversityInterfaculty Graduate School of Innovative and Practical Studies Associate Professor
External Career 【 display / non-display 】
-
2020.10
RIKEN RIKEN AIP-FUJITSU Collaboration Center, RIKEN Center for Advanced Intelligence Project Visiting Researcher
-
2015.4-2016.3
University of Tsukuba Faculty of Engineering, Information and Systems Assistant Professor
-
2013.4-2015.3
Aoyama Gakuin University College of Science and Engineering Assistant Professor
-
2012.4-2013.3
Aoyama Gakuin University College of Science and Engineering Research Assistant
-
2010.4-2012.3
Fujitsu Laboratories Ltd. Researcher
Academic Society Affiliations 【 display / non-display 】
-
2018.4
The Iron and Steel Institute of Japan
-
2018.1
AAAI
-
2016.9
ACM
-
2016.1
The Institute of Image Electronics Engineers of Japan
-
2014.9
The Institute of Electrical Engineers of Japan
Research Areas 【 display / non-display 】
-
Informatics / Intelligent informatics
-
Informatics / Perceptual information processing
-
Informatics / Soft computing
Books 【 display / non-display 】
-
Deep Neural Evolution --Deep Learning with Evolutionary Computation (H. Iba and N. Noman (eds))
Masanori Suganuma, Shinichi Shirakawa, Tomoharu Nagao（ Role： Contributor , Designing Convolutional Neural Network Architectures Using Cartesian Genetic Programming）
Springer, Singapore （ ISBN:978-981-15-3684-7 ）
Responsible for pages：185-208 Language：English Book type：Scholarly book
-
これからの強化学習
牧野貴樹, 澁谷長史, 白川真一（ Role： Joint editor）
森北出版 （ ISBN:4627880316 ）
Language：Japanese Book type：Scholarly book
-
進化技術ハンドブック 第II巻 応用編（23.5節 進化的手法によるエージェントの行動プログラムの自動生成）
白川真一, 原章, 長尾智晴（ Role： Contributor , 進化的手法によるエージェントの行動プログラムの自動生成）
近代科学社 （ ISBN:9784764904187 ）
Language：Japanese Book type：Scholarly book
-
Ant Colony Optimization - Methods and Applications
Shinichi Shirakawa, Shintaro Ogino, Tomoharu Nagao（ Role： Contributor , Automatic Construction of Programs Using Dynamic Ant Programming）
IN-TECH （ ISBN:9789533071572 ）
Language：English Book type：Scholarly book
-
Genetic Programming Theory and Practice VII
Shinichi Shirakawa,Tomoharu Nagao（ Role： Contributor , Graph Structured Program Evolution: Evolution of Loop Structures）
Springer （ ISBN:9781441916259 ）
Language：English Book type：Scholarly book
Papers 【 display / non-display 】
-
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 24 ( 6 ) 1035 - 1049 2020.12 [Reviewed]
Language：English Publishing type：Research paper (scientific journal) Publisher：IEEE Joint Work
-
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 12221 of LNCS 33 - 45 2020.10 [Reviewed]
Language：English Publishing type：Research paper (international conference proceedings) Publisher：Springer, Cham Joint Work
-
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) 12269 of LNCS 719 - 731 2020.9 [Reviewed]
Language：English Publishing type：Research paper (international conference proceedings) Publisher：Springer, Cham Joint Work
-
Evolution of Deep Convolutional Neural Networks Using Cartesian Genetic Programming
Masanori Suganuma, Masayuki Kobayashi, Shinichi Shirakawa, Tomoharu Nagao
Evolutionary Computation 28 ( 1 ) 141 - 163 2020.3 [Reviewed]
Language：English Publishing type：Research paper (scientific journal) Publisher：MIT Press Joint Work
-
Pattern Image Synthesis Using Kosode Byobu Images
Shinichi Shirakawa, Yuuka Ida, Kouzou Ohara, Tetsuya Toyota
220 169 - 185 2020.3
Language：Japanese Publishing type：Research paper (bulletin of university, research institution) Publisher：National Museum of Japanese History Joint Work
Review Papers 【 display / non-display 】
-
高速、高性能、高ロバストなニューラルネットワーク構造の自動設計手法「ASNG-NAS」
内田絢斗, 秋本洋平, 白川真一, 吉成望, 斉藤翔汰, 西田昂平
画像ラボ 2020.4
Language：Japanese Publishing type：Article, review, commentary, editorial, etc. (trade magazine, newspaper, online media) Publisher：日本工業出版 Joint Work
Awards 【 display / non-display 】
-
Genetic and Evolutionary Computation Conference (GECCO) 2017 Best Paper Award
2017.7
-
電気学会 平成27年電子・情報・システム部門大会 奨励賞
2016.9 電気学会 電子・情報・システム部門 切断正規分布に基づく行列分解を用いた推薦システム
Individual or group name of awards： 白川真一
-
計測自動制御学会システム・情報部門学術講演会 (SSI 2014) 最優秀論文賞
2014.11 計測自動制御学会システム・情報部門 Information Geometric Optimizationにおけるサンプルの再利用
Individual or group name of awards： 大内一季, 白川真一, 秋本洋平, 大原剛三
-
電気学会 平成25年電子・情報・システム部門 技術委員会奨励賞
2014.1 電気学会 電子・情報・システム部門 複数のバイナリコードを利用した高速な類似探索法の検討
Individual or group name of awards： 白川真一
-
IEEE Computational Intelligence Society Japan Chapter Young Researcher Award
2009.12 IEEE Computational Intelligence Society Japan Chapter Generation of Search Spaces to Emphasize Performance Difference of Real Coded Crossovers Using Genetic Programming
Individual or group name of awards： Shinichi Shirakawa
Grant-in-Aid for Scientific Research 【 display / non-display 】
-
Speech-to-Lecture: 教育エージェントによる学習教材の自動生成
2021.4 - 2024.3
科学研究費補助金 Grant-in-Aid for Scientific Research(C)
Investigator(s)：長谷川大
Grant type：Competitive
-
解の性能根拠を示す説明可能な進化計算
2020.4 - 2025.3
科学研究費補助金 Grant-in-Aid for Scientific Research(B)
Investigator(s)：中田雅也
Grant type：Competitive
-
計算グラフの構造最適化に基づく機械学習フレームワークの創出
2020.4 - 2023.3
科学研究費補助金 Grant-in-Aid for Scientific Research(B)
Investigator(s)：白川真一
Grant type：Competitive
-
最適制御理論と人工知能技術の融合による自動着桟技術の研究
2019.4 - 2022.3
科学研究費補助金 Grant-in-Aid for Scientific Research(C)
Investigator(s)：牧敦生
Grant type：Competitive
-
画像処理フィルタの組合せ最適化に基づく特徴抽出処理の自動構築
2015.4 - 2018.3
科学研究費補助金 Grant-in-Aid for Young Scientists(B)
Investigator(s)：白川真一
Grant type：Competitive
Presentations 【 display / non-display 】
-
確率的自然勾配法に基づくOne-shot Neural Architecture Search
白川真一 [Invited]
第32回RAMP数理最適化シンポジウム（RAMP 2020） (オンライン開催) 日本オペレーションズ・リサーチ学会 数理計画研究部会
Event date： 2020.10
Language：Japanese Presentation type：Oral presentation (invited, special)
Venue：オンライン開催
-
[Tutorial] Evolutionary Machine Learning
Masaya Nakata, Shinichi Shirakawa, Will Browne
IEEE World Conference on Computational Intelligence 2020 (WCCI 2020) (Online) IEEE
Event date： 2020.7
Language：English Presentation type：Public lecture, seminar, tutorial, course, or other speech
Venue：Online
-
深層学習技術の進展と課題 〜ネットワーク自動設計と説明性の話題を中心に〜
白川真一 [Invited]
日本鉄鋼協会 計測・制御・システム工学部会 制御フォーラム「最新のモデル化技術と制御技術による鉄鋼プロセスの超自動化」第1回公開フォーラム「AI・機械学習手法の最新事例」 (東京) 日本鉄鋼協会 計測・制御・システム工学部会
Event date： 2019.12
Language：Japanese Presentation type：Public lecture, seminar, tutorial, course, or other speech
Venue：東京
-
[Tutorial] Evolutionary Machine Learning
Masaya Nakata, Shinichi Shirakawa, Will Browne
2019 IEEE Congress on Evolutionary Computation (CEC 2019) (Wellington, New Zealand) IEEE
Event date： 2019.6
Language：English Presentation type：Public lecture, seminar, tutorial, course, or other speech
Venue：Wellington, New Zealand
-
Recent Progress in Deep Neural Network Architectures and their Applications
Shinichi Shirakawa [Invited]
JpGU Meeting 2019 (Chiba, Japan) JpGU
Event date： 2019.5
Language：Japanese Presentation type：Oral presentation (invited, special)
Venue：Chiba, Japan
Charge of on-campus class subject 【 display / non-display 】
-
2021 インテリジェントコンピューティング特論
Graduate School of Environment and Information Sciences
-
2021 最適化と探索Ⅱ
Graduate School of Environment and Information Sciences
-
2021 人工知能特論Ⅱ
Graduate School of Environment and Information Sciences
-
2021 最適化と探索Ⅰ
Graduate School of Environment and Information Sciences
-
2021 人工知能特論Ⅰ
Graduate School of Environment and Information Sciences
Committee Memberships 【 display / non-display 】
-
電気学会 先端システムの超知能化を指向した機械学習技術協同研究委員会
2020.1 - 2021.12 委員
Committee type：Academic society
-
電子情報通信学会 バイオメトリクス研究専門委員会
2019.6 専門委員
Committee type：Academic society
-
計測自動制御学会 会誌出版委員会
2019.3 - 2021.2 委員
Committee type：Academic society
-
電気学会 実社会システムの高度なAI化を目指した機械学習技術応用協同研究委員会
2017.4 - 2019.3 幹事
Committee type：Academic society
-
進化計算学会
2016.10 - 2020.9 理事
Committee type：Academic society