Kazuhide Nakata

Profile Information

Affiliation: Professor, School of Engineering, Tokyo Institute of Technology

Degree: Doctor of Science(Tokyo Institute of Technology)

Researcher number: 00312984
J-GLOBAL ID: 200901023234937942
researchmap Member ID: 5000039839

External link: http://www.iee.e.titech.ac.jp/~nakatalab/index.html

Research Interests

Research History

2021 - Present

Professer, School of Engineering, Department of Industrial Engineering and Economics, Tokyo Institute of Technology
2016 - 2021

Associate Professor, School of Engineering, Department of Industrial Engineering and Economics, Tokyo Institute of Technology
2008 - 2016

Associate Professor, Graduate School of Decision Science and Technology, Tokyo Institute of Technology
2002 - 2008

Assistant Professor, Graduate School of Decision Science and Technology, Tokyo Institute of Technology
1999 - 2002

Assistant Professor, Department of Applied Physics, University of Tokyo

Education

Papers

Towards Assessing and Benchmarking Risk-Return Tradeoff of Off-Policy Evaluation

Haruka Kiyohara, Ren Kishimoto, Kosuke Kawakami, Ken Kobayashi, Kazuhide Nakata, Yuta Saito

May, 2024 Peer-reviewed
Zero-Inflated Poisson Tensor Factorization for Sparse Purchase Data in E-Commerce Markets

Keisuke Mizutani, Ayaka Ueta, Ryota Ueda, Ray Oishi, Tomofumi Hara, Yuki Hoshino, Ken Kobayashi, Kazuhide Nakata

The 11th International Conference on Industrial Engineering and Applications, Jan, 2024 Peer-reviewedLast authorCorresponding author
SCOPE-RL: A Python Library for Offline Reinforcement Learning and Off-Policy Evaluation

Haruka Kiyohara, Ren Kishimoto, Kosuke Kawakami, Ken Kobayashi, Kazuhide Nakata, Yuta Saito

Dec, 2023
Online Flipped Conference Based Data Science Education Program and Its Educational Effectiveness in Multi-University Collaboration

Masayuki Goto, Manabu Kobayashi, Takeshi Moriguchi, Yoichi Seki, Hideo Suzuki, Takashi Namatame, Kazuhide Nakata, Aya Ishigaki, Masao Ueda, Kimitoshi Sato …

Proceedings of the 2023 Asian Conference of Management Science and Applications, Dec, 2023 Peer-reviewed
Temporal Positive Collective Matrix Factorization for Interpretable Trend Analysis in Recommender Systems

Tomofumi Hara, Yuki Sumiya, Kazuhide Nakata

Proceedings of 2023 IEEE International Conference on Data Mining, Dec, 2023 Peer-reviewed
Decision Tree Clustering for Time Series Data: An Approach for Enhanced Interpretability and Efficiency2

Masaki Higashi, Minje Sung, Daiki Yamane, Kenta Inamuro, S. Nagai, Ken Kobayashi, Kazuhide Nakata

Nov, 2023 Peer-reviewedLast authorCorresponding author
Cardinality-constrained distributionally robust portfolio optimization

Ken Kobayashi, Yuichi Takano, Kazuhide Nakata

European Journal of Operational Research, 309(3) 1173-1182, Sep, 2023 Peer-reviewedLast author
Approximation hierarchies for copositive cone over symmetric cone and their comparison

Mitsuhiro Nishijima, Kazuhide Nakata

Journal of Global Optimization, 88(4) 831-870, Aug 11, 2023 Peer-reviewedLast author
Inverse-optimization-based uncertainty set for robust linear optimization

Ayaka Ueta, Mirai Tanaka, Ken Kobayashi, Kazuhide Nakata

International Conference on Operations Research, Aug, 2023 Peer-reviewedLast authorCorresponding author
An IPW-based Unbiased Ranking Metric in Two-sided Mark

Keisho Oh, Naoki Nishimura, Minje Sung, Ken Kobayashi, Kazuhide Nakata

KDD 203 workshop "Causal Inference and Machine Learning in Practice: Use cases for Product, Brand, Policy, and beyond", abs/2307.10204, Aug, 2023 Peer-reviewedLast author
Patent Classification for Business Strategy with BERT

Masaki Higashi, Yoshimasa Utsumi, Kazuhide Nakata

Proceedings of 6th International Conference on Intelligent Computing & Optimization, Apr, 2023 Peer-reviewedLast authorCorresponding author
IPC prediction of patent documents using neural network with attention for hierarchical structure

Yuki Hoshino, Yoshimasa Utsumi, Yoshiro Matsuda, Yoshitoshi Tanaka, Kazuhide Nakata

PLOS ONE, 18(3) e0282361-e0282361, Mar 2, 2023 Peer-reviewedLast authorCorresponding author
育児Q&Aサイトにおける質問の時系列を考慮した複数の子供の月齢予測

東将己, 山根大輝, 原朋史, 梅津大雅, 馬嶋海斗, 松井諒生, 中田和秀

オペレーションズ・リサーチ, 68(2) 75-84, Feb, 2023 Peer-reviewedLast authorCorresponding author
The realized local volatility surface

Yuming Ma, Shintaro Sengoku, Kazuhide Nakata

Journal of Investment Strategies, 12 1-21, 2023 Peer-reviewedLast authorCorresponding author
Predicting response probability by embedding questions in online question recommendation

Yuki Hoshino, Makoto Tasaki, Keisuke Mizutani, Motoya Azami, Kota Ishizuka, Kazuhide Nakata

Proceedings of The 21st IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology(WI-IAT'22), Nov, 2022 Peer-reviewedLast authorCorresponding author
Noise–Robust Sampling for Collaborative Metric Learning

Ryo Matsui, Suguru Yaginuma, Taketo Naito, Kazuhide Nakata

The Review of Socionetwork Strategies, Oct 9, 2022 Peer-reviewedLast authorCorresponding author
A deep bi-directional long-short term memory neural network-based methodology to enhance short-term electricity load forecasting for residential applications

Sara Atef, Kazuhide Nakata, Amr B. Eltawil

Computers & Industrial Engineering, 170 108364-108364, Aug, 2022 Peer-reviewed
Solving large break minimization problems in a mirrored double round-robin tournament using quantum annealing

Michiya Kuramata, Ryota Katsuki, Kazuhide Nakata

PLOS ONE, 17(4) e0266846-e0266846, Apr 8, 2022 Peer-reviewedLast authorCorresponding author
Hierarchical Bayesian recommendation model for inter-company collaboration using cross-industry questionnaire

Yuki Hoshino, Ryo Matsui, Kota Ishizuka, Koya Ishikawa, Taiga Umetsu, Kazuhide Nakata

Proceedings of 2022 IEEE 9th International Conference on Industrial Engineering and Applications, 2022 Peer-reviewedCorresponding author
Constrained Generalized Additive 2 Model With Consideration of High-Order Interactions

Akihisa Watanabe, Michiya Kuramata, Kaito Majima, Haruka Kiyohara, Kensho Kondo, Kazuhide Nakata

Proceedings of the International Conference on Electrical Computer and Energy Technologies, Dec, 2021 Peer-reviewedLast author

Books and Other Publications

Intelligent Computing and Optimization: Proceedings of the 6th International Conference on Intelligent Computing and Optimization 2023 (ICO2023), Volume 4 (Lecture Notes in Networks and Systems, 854

Masaki Higashi, Yoshimasa Utsumi, Kazuhide Nakata (Role: Contributor, pp. 84-94)

Springer, Dec, 2023 (ISBN: 9783031501500)
Advances in Artificial Intelligence, Selected Papers from the Annual Conference of Japanese Society of Artificial Intelligence

Kota Ishizuka, Kai Kurogi, Kosuke Kawakami, Daishi Iwai, Kazuhide Nakata (Role: Joint author, pp. 27-33)

Springer, Apr, 2022 (ISBN: 9783030964504)
基礎数学IV 最適化理論

中田和秀他 (Role: Joint author, 2.2節)

東京化学同人, Oct, 2019 (ISBN: 9784807914968)
Handbook on Semidefinite Cone and Polynomial Optimization

Makoto Yamashita, Katsuki Fujisawa, Mituhiro Fukuda, Kazuhiro Kobayashi, Kazuhide Nakata, Maho Nakata, M.F. Anjos, J.B. Lasserre (Role: Joint author, Chapter 24)

Springer, 2011 (ISBN: 9781461407683)
Parallel Combinatorial Optimization

Makoto Yamashita, Mituhiro Fukuda, Katsuki Fujisawa, Masakazu Kojima, Kazuhide Nakata, l-G. Talbi (Role: Joint author, Chapter 9)

John Wiley ＆ Sons, Inc, 2006 (ISBN: 9780471721017)
High Performance Optimization

NAKATA Kazuhide (Role: Joint author, Chapter 11)

Springer, 2000 (ISBN: 9780792360131)

Misc.

タクシープローブデータの分析による業務改善：最適化と機械学習

中田和秀

第34回RAMP数理最適化シンポジウム論文集, 113-128, Oct, 2022 InvitedLead authorCorresponding author
企業の情報開示と株式の市場流動性─記述定性情報のケース

田中研人, 木村遥介, 中田和秀, 井上光太郎

証券アナリストジャーナル, 60(10) 36-48, Oct, 2022 Invited
量子アニーリングと組合せ最適化

倉又迪哉, 中田和秀

オペレーションズ・リサーチ, 67(6) 280-289, Jun, 2022 InvitedLast authorCorresponding author
自然言語処理の発展と有用性

井上光太郎, 中田和秀

企業会計, 74(2) 160-170, Feb, 2022 InvitedLast author
経営工学によるスマート社会の実現を目指してー東京工業大学中田研究室ー

中田和秀

経営システム, 30(1) 43-47, 2020 InvitedLead author
主双対内点法

中田和秀

オペレーションズ・リサーチ, 64(4) 218-224, Apr, 2019 Invited
データ解析コンペティションへの挑戦

中田和秀

オペレーションズ・リサーチ, 63(5) 274-277, May, 2018 Invited
複写機の定着装置における交換時期の推定

中田和秀

オペレーションズ・リサーチ, 61(10) 670-671, Oct, 2016
Parallel Computing for Large-scale Semidefinite Programs

Makoto Yamashita, Katsuki Fujisawa, Mituhiro Fukuda, Kazuhide Nakata, Maho Nakata

Tokyo Institute of Technology Bulletin, Feb, 2013
半正定値計画の問題記述＆解決能力

中田和秀

オペレーションズ・リサーチ, 55(7) 387-392, Jul, 2010 Invited
第23回企業事例交流会ルポ

中田和秀, 梅谷俊治

オペレーションズ・リサーチ, 54 504-505, 2009 Invited
SDPA Project and New Features of SDPA 7.1.0 (High Performance Algorithms for Computational Science and Their Applications)

Fujisawa Katsuki, Kojima Masakazu, Nakata Kazuhide, Fukuda Mituhiro, Yamashita Makoto, Nakata Maho

RIMS Kokyuroku, (1614) 136-143, Oct, 2008
大規模な半正定値計画問題の解法

中田和秀

第17回RAMPシンポジウム論文集, 52-64, Oct, 2005 Invited
平成17年度春季研究発表会ルポ

山下真, 中田和秀, 後藤順哉, 井床利生

オペレーションズ・リサーチ, 50(7) 500-504, 2005 Invited
第１５回RAMPシンポジウムルポ

中田和秀, 下平英寿, 武田朗子, 小林和博

オペレーションズ・リサーチ, 49 256-257, 2004 Invited

Awards

Mar, 2024

研究奨励賞, 日本ソーシャルデータサイエンス学会

山尾奬紀,植田遼太,髙口奨一郎,中瀬達,鈴木愛,豊田耕大,小林健,中田和秀
Nov, 2023

第37回全国大会優秀賞, 人工知能学会

馬嶋海斗, 中田和秀
Mar, 2017

研究奨励賞, 日本ソーシャルデータサイエンス学会
Sep, 2016

事例研究賞, 日本オペレーションズ・リサーチ学会
Mar, 2015

研究奨励賞, 日本ソーシャルデータサイエンス学会
Mar, 2003

船井情報科学振興賞, 船井情報科学振興財団

Professional Memberships

Research Projects

機械学習を用いた最適化問題の自動モデリングと構造を利用したアルゴリズムの開発

科学研究費助成事業基盤研究(B), 基盤研究(B), 日本学術振興会, Apr, 2020 - Mar, 2025

中田和秀, 田中未来, 水野眞治
Next Optimization Methods for Social Implementation of Machine Learning Systems

Grants-in-Aid for Scientific Research Grant-in-Aid for Scientific Research (A), Grant-in-Aid for Scientific Research (A), Japan Society for the Promotion of Science, Apr, 2019 - Mar, 2022

Mizuno Shinji
テキスト分析による有価証券報告書の文章情報の情報価値の分析

科学研究費助成事業挑戦的研究(萌芽), 挑戦的研究(萌芽), 日本学術振興会, Jun, 2018 - Mar, 2021

井上光太郎, 中田和秀, 池田直史
テキスト分析による企業戦略、リスク等の計測とＭ＆Ａや資本政策等の企業ファイナンス行動の関係分析

金融・証券のフロンティアを拓く研究助成, 公益財団法人野村財団, Apr, 2018 - Mar, 2021

井上光太郎, 中田和秀, 池田直史
An Efficient Numerical Method for Optimal Contribution Problem based on Conic Optimization

Grants-in-Aid for Scientific Research, Grant-in-Aid for Scientific Research (C), Japan Society for the Promotion of Science, Apr, 2015 - Mar, 2019

Yamashita Makoto, FUKUDA mituhiro, KOJIMA masakazu, NAKATA kazuhide, KIM sunyoung, MULLIN tim j., SAFARINA sena
Research and Development of Decision Making Platform by New Optimization Model

Grants-in-Aid for Scientific Research Grant-in-Aid for Scientific Research (A), Grant-in-Aid for Scientific Research (A), Japan Society for the Promotion of Science, Apr, 2014 - Mar, 2019

MIZUNO SHINJI, kojima Masakazu
Development of a global logistics system that can respond to a rapidly changing society

Grants-in-Aid for Scientific Research Grant-in-Aid for Scientific Research (C), Grant-in-Aid for Scientific Research (C), Japan Society for the Promotion of Science, Apr, 2014 - Mar, 2019

Nakata Kazuhide
Development of the modeling tool to use the symmetric cone programming efficiently

Grants-in-Aid for Scientific Research Grant-in-Aid for Young Scientists (B), Grant-in-Aid for Young Scientists (B), Japan Society for the Promotion of Science, Apr, 2010 - Mar, 2014

NAKATA Kazuhide
連続時間モデルによる多期間動的ポートフォリオ最適化

年金積立金管理運用独立行政法人, 2011 - 2014

土谷隆
Research and development of the advanced expert mathematical library for the information network society

Grants-in-Aid for Scientific Research Grant-in-Aid for Scientific Research (A), Grant-in-Aid for Scientific Research (A), Japan Society for the Promotion of Science, 2008 - 2012

MIZUNO Shinji, KOJIMA Masakazu, HIGA Kunihiko, NINOMIYA Shoiti, OGATA Wakaha, NAKAGAWA Hidetoshi, NAKATA Kazuhide, NAKANO Yumiharu, KITAHARA Tomonari, TAKANO Yuichi
公的年金運用におけるポートフォリオ最適化についての研究

年金積立金管理運用独立行政法人, 2009 - 2010

水野眞治
A challenge to huge scale semidefinite programs-exploiting sparsity, parallel computation and polynomial optimization problems

Grants-in-Aid for Scientific Research Grant-in-Aid for Scientific Research (B), Grant-in-Aid for Scientific Research (B), Japan Society for the Promotion of Science, 2007 - 2009

KOJIMA Masakazu, FUJISAWA Katsuki, TAKEDA Akiko, NAKATA Kazuhide, YAMASHITA Magkoto, FUKUDA Mituhiro, KIM Sunyoung
超大規模な錐計画内題を解くロバストアルゴリズムの開発

科学研究費助成事業若手研究(B), 若手研究(B), 日本学術振興会, 2005 - 2007

中田和秀
金融リスク管理のための新ITモデルの研究と開発

基盤研究(A), 日本学術振興会, 2004 - 2007

水野眞治
多項式計画問題に対する大域的最適解法とその並列計算

科学研究費助成事業特定領域研究, 特定領域研究, 日本学術振興会, 2003 - 2005

小島政和, 藤澤克樹, 武田朗子, 中田和秀, 山下真
半正定値計画問題に対する実用的な主双対内点法の実現とその一般公開

科学研究費助成事業若手研究(B), 若手研究(B), 日本学術振興会, 2002 - 2004

中田和秀
逐次凸緩波アルゴリズムの並列実行とその組合せ最適化問題への応用

科学研究費助成事業, 特定領域研究, 日本学術振興会, 2002 - 2002

小島政和, 中田和秀, 藤沢克樹
Efficient Algorithms for Large Optimization Problems

Grants-in-Aid for Scientific Research Grant-in-Aid for Scientific Research (C), Grant-in-Aid for Scientific Research (C), Japan Society for the Promotion of Science, 2000 - 2002

MIZUNO Shinji, NAKATA Kazuhide, YAJIMA Yasutoshi
超大規模な半正定値計画の数値計算に関する研究

科学研究費助成事業奨励研究(A), 奨励研究(A), 日本学術振興会, 2000 - 2001

中田和秀

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Misc.

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