Rchr
J-GLOBAL ID:202301018090269407   Update date: Oct. 03, 2024

Uchida Kento

ウチダ ケント | Uchida Kento
Affiliation and department:
Job title: Specially Appointed Assistant Professor
Research field  (2): Soft computing ,  Intelligent informatics
Research keywords  (3): Machine Learning ,  Evolutionary Computation ,  Artificial Intelligence
Research theme for competitive and other funds  (2):
  • 2024 - 2027 ベイズ推定を用いた確率モデルに基づくBlack-Box最適化法の転移的初期化法の開発
  • 2020 - 2023 確率モデルに基づくBlack-Box最適化フレームワークの理論解析とその応用
Papers (32):
  • Ryoki Hamano, Kento Uchida, Shinichi Shirakawa, Daiki Morinaga, Youhei Akimoto. Tail Bounds on the Runtime of Categorical Compact Genetic Algorithm. Evolutionary Computation. 2024. 1-52
  • Yoichi Hirose, Kento Uchida, Shinichi Shirakawa. Fine-Tuning LLMs for Automated Feature Engineering. AutoML Conference 2024 (workshop). 2024
  • SAWAFUJI Hikaru, OZAKI Ryota, MOTOMURA Takuto, MATSUDA Toyohisa, TOJIMA Masanori, UCHIDA Kento, SHIRAKAWA Shinichi. Application of Machine Learning to Self-Position Estimation of Bulldozers Using Internal Sensors. Proceedings of the Annual Conference of JSAI. 2024. JSAI2024. 4K3GS1003-4K3GS1003
  • NISHIMOTO Toshiyuki, SAITO Shota, HIROSE Yoichi, UCHIDA Kento, SHIRAKAWA Shinichi. Neural Architecture Search for Multiple Architectures with Different Model Size Complexities. Proceedings of the Annual Conference of JSAI. 2024. JSAI2024. 2M5OS2404-2M5OS2404
  • Kento Uchida, Ryoki Hamano, Masahiro Nomura, Shota Saito, Shinichi Shirakawa. CMA-ES for Discrete and Mixed-Variable Optimization on Sets of Points. PPSN (2). 2024. 15149 LNCS. 236-251
more...
MISC (1):
  • 内田 絢斗, 秋本 洋平, 白川 真一, 吉成 望, 斉藤 翔汰, 西田 昂平. 画像処理 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」-ASNG-NAS : Fast, Effective and Robust Method for Automatic Architecture Design of Deep Neural Networks. 画像ラボ / 画像ラボ編集委員会 編. 2020. 31. 4. 28-34
Books (1):
  • Deep Learning for Biomedical Applications (Artificial Intelligence (AI): Elementary to Advanced Practices)
    CRC Press 2021 ISBN:0367422506
Education (2):
  • 2020 - 2023 Yokohama National University Graduate School of Environment and Information Sciences Department of Information Environment
  • 2018 - 2020 Yokohama National University Graduate School of Environment and Information Sciences Department of Information Environment
Professional career (2):
  • Doctor of Informatics (Yokohama National University)
  • Master of Informatics (Yokohama National University)
Work history (2):
  • 2024/04 - 現在 Yokohama National University Organization for the Promotion of Education Specially Appointed Assistant Professor
  • 2023/04 - 現在 Yokohama National University Institute for Multidisciplinary Sciences Specially Appointed Assistant Professor
Awards (3):
  • 2023/12 - IEEE Computational Intelligence Society Japan Chapter IEEE CIS Japan Chapter Young Researcher Award CMA-ES for Safe Optimization
  • 2022/12 - 進化計算学会 進化計算シンポジウム2022 プレゼンテーション賞 評価値への影響を持たない次元を含む高次元最適化問題のためのCMA-ESの改良
  • 2018/09 - Japanese Society for Evolutionary Computation Best Poster Award in 2018 JPNSEC International Workshop on Evolutionary Computation Analysis of Information Geometric Optimization with Isotropic Gaussian Distribution: Toward Finite-Sample Analysis on Convex Quadratic Functions
Association Membership(s) (1):
進化計算学会
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