Affiliation |
Faculty of Environment and Information Sciences, Division of Social Environment and Information |
Job Title |
Professor |
Research Fields, Keywords |
Intelligent Information Processing, Artificial Intelligence, Machine Learning, Evolutionary Computation, Image Processing and Recognition |
Mail Address |
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Web Site |
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YNU Research Center |
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Related SDGs |
SHIRAKAWA Shinichi
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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(Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence (AAAI-18)) 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】 CMA-ES for Discrete and Mixed-Variable Optimization on Sets of Points(Proceedings of the 18th International Conference on Parallel Problem Solving from Nature (PPSN 2024), Part II) 2024.09
【Published Thesis】 CatCMA : Stochastic Optimization for Mixed-Category Problems(Proceedings of the Genetic and Evolutionary Computation Conference (GECCO 2024)) 2024.07
【Published Thesis】 Marginal Probability-Based Integer Handling for CMA-ES Tackling Single-and Multi-Objective Mixed-Integer Black-Box Optimization(ACM Transactions on Evolutionary Learning and Optimization) 2024.06
【Published Thesis】 Neural Additive and Basis Models with Feature Selection and Interactions(Proceedings of the 28th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2024), Part III) 2024.05
【Published Thesis】 HACNet: End-to-end learning of interpretable table-to-image converter and convolutional neural network(Knowledge-Based Systems) 2024.01
YNU Research Center 【 display / non-display 】
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 and an associate professor at Yokohama National University from 2016 to 2021 and from 2021 to 2024, respectively. He is currently a professor at Yokohama National University. His research interests include evolutionary computation, machine learning, computer vision, and so on.
Education 【 display / non-display 】
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2007.4-2009.3
Yokohama National University Department of Information Media and Environment Sciences Doctor Course Completed
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2005.4-2007.3
Yokohama National University Department of Information Media and Environment Sciences Master Course Completed
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2001.4-2005.3
Yokohama National University Division of Electrical and Computer Engineering Graduated
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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2024.4
Duty Yokohama National UniversityFaculty of Environment and Information Sciences Division of Social Environment and Information Professor
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2021.4-2024.3
Duty Yokohama National UniversityFaculty of Environment and Information Sciences Division of Social Environment and Information Associate Professor
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2016.4-2021.3
Duty Yokohama National UniversityFaculty of Environment and Information Sciences Division of Social Environment and Information Lecturer
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2024.4
Concurrently Yokohama National UniversityGraduate School of Environment and Information Sciences Department of Information Environment Professor
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2024.4
Concurrently Yokohama National UniversityInstitute of Advanced Sciences Professor
External Career 【 display / non-display 】
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2023.4
Yokohama City University Visiting Associate Professor
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2020.10-2022.3
RIKEN RIKEN AIP-FUJITSU Collaboration Center, RIKEN Center for Advanced Intelligence Project Visiting Researcher
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2015.4-2016.3
University of Tsukuba Faculty of Engineering, Information and Systems Assistant Professor
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2013.4-2015.3
Aoyama Gakuin University College of Science and Engineering Assistant Professor
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2012.4-2013.3
Aoyama Gakuin University College of Science and Engineering Research Assistant
Academic Society Affiliations 【 display / non-display 】
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2018.4
The Iron and Steel Institute of Japan
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2018.1
AAAI
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2016.9
ACM
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2016.1
The Institute of Image Electronics Engineers of Japan
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2014.9
The Institute of Electrical Engineers of Japan
Research Areas 【 display / non-display 】
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Informatics / Intelligent informatics
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Informatics / Soft computing
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Informatics / Perceptual information processing
Books 【 display / non-display 】
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Deep Learning for Biomedical Applications (U. Kose, O. Deperlioglu, D. J. Hemanth (eds))
Panca Dewi Pamungkasari, Kento Uchida, Shota Saito, Filbert H. Juwono, Ita Fauzia Hanoum, Shinichi Shirakawa( Role: Contributor , Embryo Grade Prediction for In-Vitro Fertilization)
CRC Press
Responsible for pages:21-40 Language:English Book type:Scholarly book
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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
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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
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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
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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
Papers 【 display / non-display 】
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Surrogate-Assisted CMA-ES for Problems with Low Effective Dimensionality
Yuta Sekino, Yohei Watanabe, Kento Uchida, Shinichi Shirakawa
Proceedings of the Genetic and Evolutionary Computation Conference (GECCO 2025) 2025.7 [Reviewed]
Language:English Publishing type:Research paper (international conference proceedings) Joint Work
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Search Space Selection Using Constrained Mixed-Integer Optimization Method
Kento Uchida, Yohei Watanabe, Ryoki Hamano, Shinichi Shirakawa
Proceedings of the Genetic and Evolutionary Computation Conference Companion (GECCO 2025 Poster Paper) 2025.7 [Reviewed]
Language:English Publishing type:Research paper (international conference proceedings) Joint Work
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Learning Rate Adaptation CMA-ES for Multimodal and Noisy Problems with Low Effective Dimensionality
Haruhito Nakagawa, Yutaro Yamada, Kento Uchida, Shinichi Shirakawa
Proceedings of the Genetic and Evolutionary Computation Conference Companion (GECCO 2025 Poster Paper) 2025.7 [Reviewed]
Language:English Publishing type:Research paper (international conference proceedings) Joint Work
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Elitist Evolutionary Algorithm for Optimization on Sets of Points
Takumi Matsuo, Kento Uchida, Shinichi Shirakawa
Proceedings of the Genetic and Evolutionary Computation Conference (GECCO 2025) 2025.7 [Reviewed]
Language:English Publishing type:Research paper (international conference proceedings) Joint Work
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CatCMA with Margin: Stochastic Optimization for Continuous, Integer, and Categorical Variables
Ryoki Hamano, Masahiro Nomura, Shota Saito, Kento Uchida, Shinichi Shirakawa
Proceedings of the Genetic and Evolutionary Computation Conference (GECCO 2025) 2025.7 [Reviewed]
Language:English Publishing type:Research paper (international conference proceedings) Joint Work
Other Link: https://doi.org/10.48550/arXiv.2504.07884
Review Papers 【 display / non-display 】
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確率的自然勾配法に基づくOne-Shot Neural Architecture Search
白川 真一
オペレーションズ・リサーチ 66 ( 6 ) 381 - 386 2021.6
Language:Japanese Publishing type:Article, review, commentary, editorial, etc. (scientific journal) Publisher:日本オペレーションズ・リサーチ学会 Single Work
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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 】
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令和3年度 横浜国立大学優秀研究者賞 奨励賞
2022.3 横浜国立大学
Individual or group name of awards:白川 真一
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Genetic and Evolutionary Computation Conference (GECCO) 2017 Best Paper Award
2017.7 ACM SIGEVO A Genetic Programming Approach to Designing Convolutional Neural Network Architectures
Individual or group name of awards:Masanori Suganuma, Shinichi Shirakawa, Tomoharu Nagao
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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
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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
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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
Grant-in-Aid for Scientific Research 【 display / non-display 】
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人工知能を活用した顎矯正手術計画支援システムの新規開発
Grant number:24K13180 2024.4 - 2027.3
Grant-in-Aid for Scientific Research(C)
Investigator(s):今井 治樹
Authorship:Coinvestigator(s) Grant type:Competitive
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段階的共進化による汎用神経回路網の自動構築に関する研究
Grant number:23H00491 2023.4 - 2028.3
日本学術振興会 科学研究費助成事業 Grant-in-Aid for Scientific Research(A)
Investigator(s):長尾 智晴
Authorship:Coinvestigator(s) Grant type:Competitive
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記号回帰モデルのための学習法の再構築と応用
Grant number:23H03466 2023.4 - 2028.3
日本学術振興会 科学研究費助成事業 Grant-in-Aid for Scientific Research(B)
Investigator(s):白川 真一
Authorship:Principal investigator Grant type:Competitive
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公開鍵暗号の識別不可能性に対する総合的評価技術の開発
Grant number:22H03590 2022.4 - 2026.3
日本学術振興会 科学研究費助成事業 Grant-in-Aid for Scientific Research(B)
Investigator(s):四方順司
Authorship:Coinvestigator(s) Grant type:Competitive
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デジタルツイン・機械学習・確率理論を融合した自動港内操船制御則に関する研究
Grant number:22H01701 2022.4 - 2025.3
日本学術振興会 科学研究費助成事業 Grant-in-Aid for Scientific Research(B)
Investigator(s):牧敦生
Authorship:Coinvestigator(s) Grant type:Competitive
Other external funds procured 【 display / non-display 】
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サイバー空間の情報を収集・調査する状況把握力の向上
2024.7 - 2026.3
経済安全保障重要技術育成プログラム/先進的サイバー防御機能・分析能力の強化
Investigator(s):一般社団法人サイバーリサーチコンソーシアム
Authorship:Coinvestigator(s)
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若者の生きづらさを解消し高いウェルビーイングを実現するメタケアシティ共創拠点
Grant number:JPMJPF2203 2022.11 - 2031.3
Japan Science and Technology Agency JST 共創の場形成支援プログラム(COI-NEXT)
Investigator(s):宮﨑 智之
Authorship:Coinvestigator(s)
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IoTセキュリティのための機械学習の自動カスタマイズ技術
Grant number:JPMJPR2133 2021.10 - 2025.3
Japan Science and Technology Agency 戦略的創造研究推進事業 さきがけ「IoTが拓く未来」
Investigator(s):白川真一
Authorship:Principal investigator
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進化的機械知能に基づくXAIの基盤技術と産業応用基盤の開発
2020.7 - 2025.3
人と共に進化する次世代人工知能に関する技術開発事業 / 説明できるAIの基盤技術開発
Investigator(s):長尾智晴
Authorship:Coinvestigator(s)
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自動機械学習による人工知能技術の導入加速に関する研究開発
2020.5 - 2024.3
次世代人工知能・ロボットの中核となるインテグレート技術開発 / 人工知能技術の適用領域を広げる研究開発
Investigator(s):大西正輝
Authorship:Coinvestigator(s)
Presentations 【 display / non-display 】
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バンディットアルゴリズムに基づくプロンプト設計戦略の選択によるプロンプト最適化
芦澤 凜、広瀬 陽一,吉成 望,内田 絢斗,白川 真一
2025年度人工知能学会全国大会(第39回)
Event date: 2025.5
Language:Japanese Presentation type:Oral presentation (general)
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フレーム欠落環境に対応したOnline Decision Transformer
四藤 大暉,西原 賢太,清水 彰馬,内田 絢斗,白川 真一
2025年度人工知能学会全国大会(第39回)
Event date: 2025.5
Language:Japanese Presentation type:Oral presentation (general)
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分布シフトのためのサンプル重み付けネットワークの構造探索
菅原 啓佑,内田 絢斗,白川 真一
2025年度人工知能学会全国大会(第39回)
Event date: 2025.5
Language:Japanese Presentation type:Oral presentation (general)
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進化的モデルマージにおける設計変数補間の評価
秋月 理緒,吉成 望,工藤 佑矢,広瀬 陽一,西本 暁道,内田 絢斗,白川 真一
2025年度人工知能学会全国大会(第39回)
Event date: 2025.5
Language:Japanese Presentation type:Oral presentation (general)
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連続・整数・カテゴリ変数を含む混合変数Black-Box最適化問題のための確率モデルベース最適化法の提案
濱野 椋希,野村 将寛,斉藤 翔汰,内田 絢斗,白川 真一
進化計算シンポジウム2024
Event date: 2024.12
Language:Japanese Presentation type:Poster presentation
Charge of on-campus class subject 【 display / non-display 】
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2025 Programming ExercisesⅡ
College of Engineering Science
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2025 Artificial Intelligence
College of Engineering Science
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2025 Machine Learning
College of Engineering Science
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2025 Basis and Practice of Data Science
College of Engineering Science
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2025 Basic and Practice of Artificial Intelligence
College of Engineering Science
Committee Memberships 【 display / non-display 】
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進化計算学会
2024.10 - 2026.9 監事
Committee type:Academic society
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電子情報通信学会 バイオメトリクス研究専門委員会
2024.6 - 2026.6 幹事
Committee type:Academic society
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電気学会 AI技術の実際性の向上を指向した機械学習技術調査専門委員会
2024.4 - 2026.3 委員
Committee type:Academic society
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電子情報通信学会 バイオメトリクス研究専門委員会
2022.6 - 2024.6 幹事補佐
Committee type:Academic society
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電気学会 次世代人工知能社会の実現を指向した機械学習技術調査専門委員会
2022.4 - 2024.3 委員
Committee type:Academic society