Ken-ichi Fukui

Profile Information

Affiliation: Associate Professor, The Institute of Scientific and Industrial Research, Osaka University

Degree: 博士（情報科学）(大阪大学)

Researcher number: 80418772
J-GLOBAL ID: 200901067213094659
researchmap Member ID: 5000088762

External link: https://www.ai.sanken.osaka-u.ac.jp/fukui-ja.html

Research Interests

Research Areas

Research History

Jul, 2015 - Present

Associate Professor, The Institute of Scientific and Industrial Research, Osaka University
Apr, 2010 - Jun, 2015

Assistant Professor, Osaka University The Institute of Scientific and Industrial Research
Apr, 2007 - Mar, 2010

Assistant Professor, Osaka University The Institute of Scientific and Industrial Research
Jul, 2005 - Mar, 2010

大阪大学産業科学研究所新産業創造物質基盤技術研究センター・特任助手（特任助教）
Jul, 2005 - Mar, 2007

Assistant Professor, Osaka University The Institute of Scientific and Industrial Research

Education

Apr, 2001 - Mar, 2003

大学院人間情報学研究科, Nagoya University
Apr, 1998 - Mar, 2001

Department of Natural Science Informatics, School of Informatics and Sciences, Nagoya University

Committee Memberships

Jun, 2021 - Present

代議員, 人工知能学会
2018 - Present

Editorial Board Member, New Generation Computing
Jun, 2017 - Present

専門委員, 電子情報通信学会人工知能と知識処理研究専門委員会
Jan, 2023 - Nov, 2023

編集委員長, 電子情報通信学会和文論文誌D「学生論文特集」
Jun, 2020 - May, 2022

理事, 人工知能学会
Jun, 2020 - May, 2022

和文論文誌D編集幹事, 電子情報通信学会
Jan, 2021 - Nov, 2021

編集幹事, 電子情報通信学会和文論文誌D「学生論文特集」
Jan, 2020 - Nov, 2020

和文論文誌D「学生論文特集」編集幹事, 電子情報通信学会
Jun, 2019 - Jun, 2020

編集幹事, 電子情報通信学会和文論文誌D「ソフトウェアエージェントと応用特集」
Jun, 2019 - May, 2020

幹事, 電子情報通信学会人工知能と知識処理研究専門委員会
Jun, 2017 - May, 2020

編集委員, 電子情報通信学会和文論文誌D
2015 - 2019

論文誌：数理モデル化と応用(TOM) 編集委員, 情報処理学会
Jun, 2017 - Jun, 2018

編集幹事, 電子情報通信学会和文論文誌D「ソフトウェアエージェントと応用特集」
2014 - 2018

編集委員, 人工知能学会
2014 - 2017

プログラム委員会委員, 人工知能学会全国大会
2014 - 2015

会誌編集委員, 情報処理学会
2011 - 2014

論文誌ジャーナル/JIP編集委員会編集委員, 情報処理学会
2011 - 2012

プログラム委員会委員, 人工知能学会全国大会
2007 - 2010

運営委員, 情報処理学会数理モデル化と問題解決研究会

Awards

Nov, 2022

大阪大学賞（教育貢献部門）, 大阪大学

福井健一
Jul, 2020

第34回全国大会優秀賞（国際セッション口頭発表部門）, 人工知能学会

Nat Pavasant, Masayuki Numao, Ken-ichi Fukui
Aug, 2018

人工知能と知識処理研究会研究奨励賞, 電子情報通信学会

田中潤也, 冨田智彦, 沼尾正行, 福井健一
Mar, 2018

Outstanding Reviewer, Elsevier, Knowledge-Based Systems

福井健一
Apr, 2017

2016年度研究会優秀賞, 人工知能学会

Wasin Kalinta, Satoshi Ono, Masayuki Numao, Ken-ichi Fukui
Oct, 2016

FAN最優秀論文賞, 第26回インテリジェント・システム・シンポジウム

林勝悟, 小野智司, 細田滋毅, 沼尾正行, 福井健一
Aug, 2016

Best Workshop Paper Award, The Workshops at The 14th Pacific Rim International Conference on Artificial Intelligence (PRICAI-2016)

Nattapong Thammasan, Ken-ichi Fukui, Masayuki Numao
Oct, 2013

大阪大学総長による表彰, 大阪大学

福井健一
Aug, 2013

大阪大学総長奨励賞研究部門, 大阪大学

福井健一
Apr, 2013

2012年度研究会優秀賞, 人工知能学会

稲場大樹, 福井健一, 沼尾正行
Jul, 2011

第25回全国大会優秀賞（口頭発表部門）, 人工知能学会

福井健一
Jul, 2008

Best Paper Award, IEEE 8th Int'l Conf. on Computer & Information Technology

Ken-ichi Fukui
Jul, 2008

IEEE Computer & Information Technology (CIT 2008), Best Paper Award

Ken-ichi Fukui, Kazumi Saito, Masahiro Kimura, Masayuki Numao

Major Papers

199

Sound-based sleep assessment with controllable subject-dependent embedding using Variational Domain Adversarial Neural Network

Ken-ichi Fukui, Shunya Ishimaru, Takafumi Kato, Masayuki Numao

International Journal of Data Science and Analytics, Jul 4, 2023 Peer-reviewedLead authorCorresponding author
Granger causality-based cluster sequence mining for spatio-temporal causal relation mining

Nat Pavasant, Takashi Morita, Masayuki Numao, Ken-ichi Fukui

International Journal of Data Science and Analytics, Jul 3, 2023 Peer-reviewedLast author
Noise-aware physics-informed machine learning for robust PDE discovery.

Pongpisit Thanasutives, Takashi Morita, Masayuki Numao, Ken-ichi Fukui

Machine Learning: Science and Technology, 4(1) 15009-15009, Mar, 2023 Peer-reviewedLast author
Soft Periodic Convolutional Recurrent Network for Spatiotemporal Climate Forecast

Ekasit Phermphoonphiphat, Tomohiko Tomita, Takashi Morita, Masayuki Numao, Ken-Ichi Fukui

Applied Sciences, 11(20) 9728-9728, Oct 18, 2021 Peer-reviewedLast authorCorresponding author
A Framework for Predicting Remaining Useful Life Curve of Rolling Bearings Under Defect Progression Based on Neural Network and Bayesian Method

Masashi Kitai, Takuji Kobayashi, Hiroki Fujiwara, Ryoji Tani, Masayuki Numao, Ken-ichi Fukui

IEEE Access, 9 62642-62652, Apr, 2021 Peer-reviewedLast authorCorresponding author
Remaining Useful Life Curve Prediction of Rolling Bearings under Defect Progression Based on Hierarchical Bayesian Regression

Masashi Kitai, Yoshinobu Akamatsu, Ryoji Tani, Hiroki Fujiwara, Masayuki Numao, Ken-ichi Fukui

Proc. The 2020 Conference on Prestigious Applications of Intelligent Systems (PAIS 2020) collocated with the European Conference on Artificial Intelligence (ECAI 2020), Jun, 2020 Peer-reviewedLast author
Physics-guided Neural Network with Model Discrepancy Based on Upper Troposphere Wind Prediction

Ken-ichi Fukui, Junya Tanaka, Tomohiko Tomita, Masayuki Numao

Proc. IEEE 18th International Conference on Machine Learning and Applications (ICMLA 2019), 414-419, Dec, 2019 Peer-reviewedLead authorLast author
Kernelized evolutionary distance metric learning for semi-supervised clustering

Wasin Kalintha, Satoshi Ono, Masayuki Numao, Ken-ichi Fukui

Intelligent Data Analysis, 23(6) 1271-1297, Nov 10, 2019 Peer-reviewed
Cluster sequence mining from event sequence data and its application to damage correlation analysis

Ken-ichi Fukui, Yoshiyuki Okada, Kazuki Satoh, Masayuki Numao

Knowledge-Based Systems, 179 136-144, Sep, 2019 Peer-reviewed
Defect Detection Method for Rolling Bearing Including Micro Defect by Feature Selection and Two Step Outlier Detection Method

M. Kitai, Y. Akamatsu, K. Fukui

Information Processing Society of Japan. Transactions on mathematical modeling and its applications, Mar, 2019 Peer-reviewed
Reinforcement Learning for Evolutionary Distance Metric Learning Systems Improvement

B. Ali, W. Kalintha, K. Moriyama, M. Numao, K. Fukui

Proc. The Genetic and Evolutionary Computation Conference (GECCO 2018), 155-156, Jul, 2018 Peer-reviewed
Statistical Sleep Pattern Modelling for Sleep Quality Assessment based on Sound Events

H. Wu, T. Kato, M. Numao, K. Fukui

5(11), Oct, 2017 Peer-reviewedLast author
Personal sleep pattern visualization using sequence-based kernel self-organizing map on sound data

Hongle Wu, Takafumi Kato, Tomomi Yamada, Masayuki Numao, Ken-ichi Fukui

ARTIFICIAL INTELLIGENCE IN MEDICINE, 80 1-10, Jul, 2017 Peer-reviewed
Error Detection of Oceanic Observation Data Using Sequential Labeling

29 1-4, Oct, 2015 Peer-reviewed
Evolutionary multi-objective distance metric learning for multi-label clustering

Taishi Megano, Ken-Ichi Fukui, Masayuki Numao, Satoshi Ono

2015 IEEE Congress on Evolutionary Computation, CEC 2015 - Proceedings, 2945-2952, Sep 10, 2015 Peer-reviewed
Cluster sequence mining: Causal inference with time and space proximity under uncertainty

Yoshiyuki Okada, Ken-ichi Fukui, Koichi Moriyama, Masayuki Numao

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 9078 293-304, 2015 Peer-reviewed
Discovering seismic interactions after the 2011 Tohoku Earthquake by co-occurring cluster mining

Ken-Ichi Fukui, Daiki Inaba, Masayuki Numao

Transactions of the Japanese Society for Artificial Intelligence, 29(6) 493-502, Sep 17, 2014 Peer-reviewed
Evolutionary distance metric learning approach to semi-supervised clustering with neighbor relations

Ken-Ichi Fukui, Satoshi Ono, Taishi Megano, Masayuki Numao

Proceedings - International Conference on Tools with Artificial Intelligence, ICTAI, 398-403, 2013 Peer-reviewedLead authorCorresponding author
Neighborhood-based smoothing of external cluster validity measures

Ken-Ichi Fukui, Masayuki Numao

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 7301(1) 354-365, 2012 Peer-reviewedLead authorCorresponding author
Mining of Co-occurring Clusters for Damage Pattern Extraction of a Fuel Cell

Daiki Inaba, Ken-ichi Fukui, Kazuhisa Sato, Junichirou Mizusaki, Masayuki Numao

Transactions of the Japanese Society for Artificial Intelligence, 27(3) 121-132, 2012 Peer-reviewed
Extraction of Essential Events Using SOM and KeyGraph: Application to Damage Analysis on of Fuel Cells

T. Kitagawa, K. Fukui, K. Sato, J. Mizusaki, M. Numao

Transactions on Mathematical Modeling and its Applications, 4(2) 55-66, Mar, 2011 Peer-reviewed
Compilation to Visualize the Dynamic Clusters by the Adapted Self- Organizing Network

Ken-ichi Fukui, Kazumi Saito, Masahiro Kimura, Masayuki Numao

Transactions of the Japanese Society for Artificial Intelligence, 23(5) 319-329, Sep, 2008 Peer-reviewed
Sequence-based SOM: Visualizing Transition of Dynamic Clusters

Ken-Ichi Fukui, Masahiro Kimura, Kazumi Saito, Masayuki Numao

Proceedings - 2008 IEEE 8th International Conference on Computer and Information Technology, CIT 2008, 47-52, 2008 Peer-reviewed

Misc.

印象派の絵画推薦に向けた特徴量の選定

桂田紗希, 森田尭, 木村司, 福井健一, 沼尾正行

人工知能学会全国大会論文集, 36 1-3, Jul, 2022
機械学習による睡眠評価と睡眠改善に向けて

福井健一, 加藤隆史

人工知能, 35(4) 495-503, Jul, 2020 InvitedLead author
機械学習モデルの性能評価方法

福井健一

データ分析の進め方及びAI・機械学習導入の指南, Jun, 2020 Invited
睡眠中の生体活動に基づく睡眠個性の可視化と良否判別

福井健一

BIO INDUSTRY, 36(11) 79-86, Nov, 2019 Invited
機械学習による異常検知法

福井健一

機械学習を中心とした異常検知技術と応用提案, Nov, 2019 Invited
AI活用による回転機器における微小欠陥の異常検知

福井健一

人と共生するAI革命ー人と共生するAI革命―活用事例からみる生活・産業・社会の未来展望, 201-208, Jun, 2019 Invited
(書評)フリーソフトではじめる機械学習入門 Python/Wekaで実践する理論とアルゴリズム

福井健一

人工知能, 33(4), Jul, 2018 Invited
人工知能による良質な睡眠の解析技術〜「いびき，歯ぎしり，体動」の音から睡眠の特徴を分析する〜

福井健一

人工知能の導入による生産性、効率性の向上、新製品開発への活用, 259-268, May, 2018 Invited
Sleep Pattern Modelling for Quality Prediction based on Sound Data (人工知能と知識処理)

WU Hongle, KATO Takafumi, NUMAO Masayuki, FUKUI Ken-ichi

電子情報通信学会技術研究報告 = IEICE technical report : 信学技報, 117(326) 61-66, Nov 24, 2017
音から睡眠の良否を判別する人工知能技術

福井健一

日経ビッグデータ, Oct, 2017 Invited
Proposition of Kernelized Evolutionary Distance Metric Learning for Semi-supervised Clustering (「知識表現・知識獲得とその応用」および一般)

Kalintha Wasin, Ono Satoshi, Numao Masayuki, Fukui Ken-ichi

知識ベースシステム研究会, 109 56-61, Nov 10, 2016
A Development of Multi-objective Optimization Support System for Renewable Energy Implementation : REROUTES

2016(27) 61-64, Oct 7, 2016
Structure Visualization of Oceanic Data using Clustering

116(121) 133-137, Jul 4, 2016
Structure Visualization of Oceanic Data using Clustering

116(120) 127-131, Jul 4, 2016
Mining Co-occurrences from Event Sequence Data : Extracting Damage Pattern in Fuel Cell and Occurrence Patternin Earthquakes

Ken-ichi Fukui, Masayuki Numao, The Institute of Sientific and Industrial Research Osaka University, The Institute of Sientific and Industrial Research Osaka University

30(2) 238-246, Mar, 2015 InvitedLead author
教師なし学習における非データ分布依存型コンセプトドリフト検出手法の検証

坂本悠輔, 福井健一, Joao Gama, Daniela Nicklas, 森山甲一, 沼尾正行

情報処理学会研究報告. MPS, 数理モデル化と問題解決研究報告, 2015(6) 1-6, Feb 24, 2015
Extracting Cluster Sequence Patterns from Numerical Event Sequence

29 1-4, 2015
Estimating Affects on Music with Machine Learning

29 1-4, 2015
Acceleration of learning strategies in repeated games using reinforcement learning

29 1-4, 2015
Prediction of the Opponent's Position and Action in a Fighting Video Game with the Linear Extrapolation and the k-Nearest Neighbor Method

29 1-4, 2015

Books and Other Publications

Pythonで学ぶAI活用入門

福井健一

日本技能教育開発センター, Feb, 2020
識別・予測・異常検知 : Pythonと実例で学ぶ機械学習

福井健一

オーム社, Nov, 2018 (ISBN: 9784274222788)
群知能とデータマイニング

Abraham, Ajith, Grosan, Crina, Ramos, Vitorino, 訳)栗原聡, 福井健一

東京電機大学出版局, Jul, 2012 (ISBN: 9784501550905)

Major Presentations

Spatio-Temporal Change Detection Using Granger Causal Relation

Nat Pavasant, Masayuki Numao, Ken-ichi Fukui

2020年度人工知能学会全国大会（第34回）, Jun, 2020
物理過程に基づくニューラルネットワークを用いたモデル残差項の学習

田中潤也, 冨田智彦, 沼尾正行, 福井健一

2019年度人工知能学会全国大会（第33回）, Jun, 2019
Sleep Pattern Modelling for Quality Prediction based on Sound Data

Hongle Wu, Takafumi Kato, Masayuki Numao, Ken-ichi Fukui

電子情報通信学会人工知能と知識処理研究会, Nov, 2017
Proposition of Kernelized Evolutionary Distance Metric Learning for Semi-supervised Clustering

Wasin Kalinta, Satoshi Ono, Masayuki Numao, Ken-ichi Fukui

人工知能学会第109回知識ベースシステム研究会(SIG-KBS), Nov, 2016

Teaching Experience

2020

Architecture for Intelligence
2020

A Door to Academia
2020

Seminar on Information and Physical Sciences I
2020

Seminar on Information and Physical Sciences II
2020

Exercises on Information and Physical Sciences I
2020

Exercises on Information and Physical Sciences II
2020

Research on Information and Physical Sciences I
2020

Research on Information and Physical Sciences II
2020

Advanced Introduction to Information Physical Science
2020

Knowledge Informatics
2020

Special Lectures on Information and Physical Sciences I
2019

Intelligence and Computers
2019

Architecture for Intelligence
2019

Seminar on Information and Physical Sciences I
2019

Seminar on Information and Physical Sciences II
2019

Exercises on Information and Physical Sciences I
2019

Exercises on Information and Physical Sciences II
2019

Research on Information and Physical Sciences I
2019

Research on Information and Physical Sciences II
2019

Advanced Introduction to Information Physical Science

Professional Memberships

Research Projects

Meteorological downscaling and atmospheric environment prediction using deep learning

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, Apr, 2021 - Mar, 2026
複数の要因を考慮した深層学習による日常の睡眠の質推定と要因分析

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, 2022 - Mar, 2024

福井健一, 加藤隆史
Development of neural networks based on physical models and exploration of meteorological physics

Grants-in-Aid for Scientific Research Challenging Research (Exploratory), Challenging Research (Exploratory), Japan Society for the Promotion of Science, Jun, 2019 - Mar, 2021

Fukui Ken-ichi
Development of An Intelligent Decision Support System for Renewable Energy Mix Optimization

Grants-in-Aid for Scientific Research, Grant-in-Aid for Scientific Research (C), Japan Society for the Promotion of Science, Apr, 2016 - Mar, 2019

Matsui Takanori, FUKUI Ken'ichi, HASUIKE Takashi
Representative Learning for Structured Data and Its Application to Two Real World Problems with Different Characteristics

Grants-in-Aid for Scientific Research Grant-in-Aid for Challenging Exploratory Research, Grant-in-Aid for Challenging Exploratory Research, Japan Society for the Promotion of Science, Apr, 2016 - Mar, 2019

Ono Satoshi
Causality Mining from Event Sequence Data and Its Applications to Causality Discovery in Earthquakes and Damages

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, 2015 - Mar, 2018

Fukui Ken-ichi
Development of visualization technologies for battery security society

Grants-in-Aid for Scientific Research, Grant-in-Aid for Challenging Exploratory Research, Japan Society for the Promotion of Science, Apr, 2015 - Mar, 2017

Hashida Toshiyuki, SATO Kazuhisa, SUZUKI Ken, FUKUI Ken-ichi
Establishment of Co-occurring Cluster Mining and Its Environmental Contribution

Grants-in-Aid for Scientific Research Grant-in-Aid for Challenging Exploratory Research, Grant-in-Aid for Challenging Exploratory Research, Japan Society for the Promotion of Science, Apr, 2012 - Mar, 2015

KEN-ICHI Fukui
半教師あり進化型距離学習に関する基礎および応用研究

研究助成（一般研究）, 栢森情報科学振興財団, Jan, 2014 - Dec, 2014

福井健一,小野智司
Construction of Empathic Computation Mechanism

Grants-in-Aid for Scientific Research, Grant-in-Aid for Scientific Research (B), Japan Society for the Promotion of Science, Apr, 2011 - Mar, 2014

NUMAO Masayuki, KURIHARA Satoshi, MORIYAMA Koichi, FUKUI Ken-ichi, LEGASPI Roberto
次世代エネルギーデバイスに対する人工知能技術に基づく損傷評価法

研究成果展開事業研究成果最適展開支援プログラムA-STEP, フィージビリティスタディステージ探索タイプ, 国立研究開発法人科学技術振興機構（JST）, Nov, 2012 - Oct, 2013

福井健一
Multi-Perspective Data Mining for Evaluation of Mechanical Property of Solid-Type Battery

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, 2009 - 2011

FUKUI Kenichi, NUMAO Masayuki, SATO Kazuhisa, MIZUSAKI Junichiro

Major Academic Activities

Senior Program Committee Member

Review, evaluation, Peer review

IJCAI-PRICAI 2020, Jan, 2020 - Jul, 2020

Media Coverage

睡眠環境音に基づく睡眠個性の可視化と良否判別

フジサンケイビジネスアイ, Aug 27, 2019 Internet
人工知能で睡眠の質を把握

NHK, 関西ニュース, Mar 26, 2017 TV or radio program
阪大、スマートフォンやタブレット端末で録音された音から睡眠個性を視覚化するAI技術を開発

日本経済新聞電子版, Mar 24, 2017 Internet
睡眠の質、ＡＩで寝室の音から解析阪大がソフト開発

日本経済新聞, Oct 9, 2016 Newspaper, magazine

Profile Information

Research Interests

Research Areas

Research History

Education

Committee Memberships

Awards

Major Papers

Misc.

Books and Other Publications

Major Presentations

Teaching Experience

Professional Memberships

Research Projects

Major Academic Activities

Media Coverage

Menu

Coauthors