情報通信 / 生命、健康、医療情報学  / メディカルAI

その他 / その他  / AIファイナンス

人文・社会 / 金融、ファイナンス  / クレジットスコアリング

情報通信 / 知能情報学  / 人工知能

情報通信 / ソフトコンピューティング  / 説明できるディープラーニング

立石電機(現、オムロン)株式会社 中央研究所 研究員

1985年4月 - 1986年3月

情報処理振興事業協会(IPA)   技術センター   プロジェクトリーダー

1984年6月 - 1985年3月

情報処理振興事業協会(IPA)   技術センター   研究員・ポスドク   研究員

1984年6月 - 1985年3月

（株）社会環境システム研究所（現 アイセス（株））   研究員・ポスドク   研究員

1984年4月 - 1984年5月

人工知能学会

One-dimensional convolutional neural networks with feature selection for highly concise rule extraction from credit scoring datasets with heterogeneous attributes 査読 国際誌

Yoichi Hayashi, Naoki Takano

Electronics   9 ( 8 )   1318   2020年8月

New unified insights on deep learning in radiological and pathological images: beyond quantitative performances to qualitative interpretation 査読 国際誌

Yoichi Hayashi

Informatics in Medicine Unlocked   19   100329   2020年6月

Artificial intelligence-based rule extraction approach to derive the upper limit of hemoglobin during anemia treatment in patients with predialysis chronic kidney disease 査読 国際誌

Yoichi Hayashi, Kei Nakajima, Keisuke Nakajima

Informatics in Medicine Unlocked   17   100262   2019年10月

Detection of lower albuminuria levels and early development of diabetic kidney disease using an artificial intelligence-based rule extraction approach 査読 国際誌

Yoichi Hayashi

Diagnostics   9 ( 4 )   133   2019年9月

Toward to transparency of deep learning in radiological imaging: Beyond quantitative to qualitative AI 招待 査読 国際誌

Yoichi Hayashi

Journal of Medical Artificial Intelligence   2   19   2019年9月

The right direction to be needed to develop a white-box deep learning in radiology, pathology, and ophthalmology: A short review 査読 国際誌

Yoichi Hayashi

Frontiers in Robotics and AI   6   2019年4月

Use of deep belief network for high-level abstraction small data sets using artificial intelligence with rule extraction 査読 国際誌

Yoichi Hayashi

Neural Computation   30 ( 10 )   3309 - 3326   2018年10月

High accuracy-priority rule extraction for reconciling accuracy an interpretability in credit scoring 査読 国際誌

Yoichi Hayashi, Tatsuhiro Oisi

New Generation Computing   36 ( 4 )   393 - 418   2018年9月

Volumetric brain tumor detection from MRI using visual saliency 査読 国際誌

Somosmita Mitra, Subhashis Banerjee, Yoichi Hayashi

PLOS ONE   12 ( 11 )   2017年12月

Characterization of Symbolic Rules Embedded in Deep DIMLP Networks: a Challenge to Transparency of Deep Learning 査読 国際誌

Guido Bologna, Yoichi Hayashi

Journal of Artificial Intelligence and Soft Computing Research   7 ( 4 )   265 - 286   2017年4月

Credit scoring using neural networks trained with augmented discretized inputs

Arunulfo Azcarraga, Yoichi Hayashi and Rudy Setiono

Proceedings of the 12th International Decision Sciences Institute Conference, Bali, Indonesia   1412-1426   2013年7月

Ensemble neural network rule extraction using Re-RX algorithm

Atsushi Hara and Yoichi Hayashi

Proceedings of the IEEE International Joint Conference on Neural Networks (IJCNN), Brisbane, Australia   604-609   2012年6月

Greedy rule generation from discrete data and its use in neural network rule extraction

Koichi Odajima, Yoichi Hayashi, T. Gong and Rudy Setiono

Elsevier, Neural Networks   21 ( 7 )   1020-1028 - 1028   2008年9月

Knowledge Acquisition in the Fuzzy Knowledge Representation Framework of a Medical Consultation System

Boegl, K, Adlassnig, K.P., Rothenflush, T.E., Leitich, H., Hayashi, Y.

Elsevier Artificial Intelligence in Medicine   30 ( 1 )   1-26 - 26   2004年1月

Combining neural network predictions for medical diagnosis

Hayashi, Y.(教授), Setiono, R.*(National Univ. of Singapore 準教授)

Elsevier Computers in Biology and Medicine   Vol.32 ( 4 )   237-246 - 246   2002年7月

Neuro-Fuzzy Rule Generation: Survey in Soft Computing Framework

Mitra, S.*(Indian Statistical Institute), Hayashi, Y.(教授)

IEEE Trans.on Neural Networks,   11 ( 3 )   748-768 - 768   2000年5月

On the Equivalence of Neural Nets and Fuzzy Expert Systems 査読 国際共著 国際誌

Buckley, J.J.*(University of Alabama at Birmingham, 准教授), 林陽一(教授), Czogala, E.*(Technical University of silesia, 教授)

Fuzzy Sets and Systems   Vol.100   145-150 - 150   1999年4月

Can Approximate Reasoning be Consistent ?

Buckley, J. J.*(Univ. of Alabama at Birmingham・準教授), Hayashi, Y.(教授)

ElsevierFuzzy Sets and Systems   Vol.65 No.1 ( 1 )   13-18 - 18   1994年7月

Genetic Learning Algorithms for Fuzzy Neural Nets

Krishnamaraju, P. V.*(Univ. of Alabama at Birmingham・学生), Buckley, J. J.*(Univ. of Alabama at Birmingham・準教授), Reilly, K. D.*(Univ. of Alabama at Birmingham・教授), Hayashi, Y.(教授)

IEEEProc. of the Third IEEE Inter. Conf. on Fuzzy Systems(FUZZ-IEEE'94)   Vol.111   1969-1974 - 1974   1994年6月

Can Fuzzy Neural Nets Approximate Continuous Fuzzy Funcrions ?

Buckley, J. J.*(Univ. of Alabama at Birmingham・準教授), Hayashi, Y.(教授)

ElsevierFuzzy Sets and Systems   Vol.61 No.1 ( 1 )   43-51 - 51   1994年1月

Approximations Between Fuzzy Expert Systems and Neural Networks

Yoichi Hayashi(教授), James J.Buckley*(助教授)

International Journal of Approximate Reasoning   Vol.10 No.1 ( 1 )   63-73 - 73   1994年

Fuzzy Neural Networks : A Survey

Kelly, J.M.(教授), Yoichi Hayashi(教授)

ElesvierFuzzy Sets and Systems   Vol.66 No.1 ( 1 )   1-13 - 13   1994年

Neural Expert System Using Fuzzy Teaching Input and Its Application to Medical Diagnosis

ElsevierINFORMATION SCIENES:Applications   Vol.1 No.1 ( 1 )   47-58 - 58   1994年

Numerical Relationships Between Neural Networks, Continuous Functions, and Fuzzy Sets and Systems

Buckley, J. J.*(Univ. of Alabama at Birmingham・準教授), Hayashi, Y.(教授)

ElsevierFuzzy Sets and Systems   Vol.60 No.1 ( 1 )   1-8 - 8   1993年11月

ニューラルネットワークとファジィエキスパートシステムの等価性について

James J.Buckley*(助教授), Yoichi Hayashi(教授), Ernest Czogala(教授)

vol.53 No.2 ( 2 )   129-134 - 134   1993年

Neural Expect Systems Using Fuzzy Teaching Input and Its Application to Medical Diagnosis

Hayashi, Y(教授)

FLSIProc. of 2nd Inter. Conf. On Fuzzy Logic and Neural Networks(IIZUKA'92)   989-993   1992年7月

Systems Engineering Applications of Fuzzy Neural Networks

Hayashi, Y(教授), Buckley, J. J.*(Univ. of Alabama at Birmingham・教授), Czogala, E*(Technical Univ. of Silesia・教授)

IEEEProc. of Inter. Joint Conf. on Neural Networks(IJCNN'92)   Vol.11   413-418   1992年6月

Fuzzy Neural Controller

Hayashi, Y(教授), Czogala, E*(Techinical Univ. of Silesia・教授)

IEEEProc. Of IEEE Inter. Conf. On Fuzzy Systems(FUZZ-IEEE'92)   197-202 - 202   1992年3月

ファジィニューラルネットワークのシステム工学への応用

Yoichi Hayashi(教授), James J.Buckley*(助教授), Czogala, E(教授)

vo.2   232-236   1992年

Prospects for Revolutionary and Popular AI Technology Following the Launch of ChatGPT in 2023 招待 国際誌

Yoichi Hayashi

Electronics   13 ( 290 )   2024年1月

Meet the editors: Interview with Dr. Yoichi Hayashi—Section Editor-in-Chief of Section “Artificial Intelligence” in Electronics 招待 国際共著 国際誌

Electronics   2023年7月

PERFORMANCE ANALYSIS OF ROUGH SET–BASED HYBRID CLASSIFICATION SYSTEMS IN THE CASE OF MISSING VALUES 査読 国際共著 国際誌

R.K. Nowicki, R. Seliga, D. Zelasko, Yoichi Hayash

Journal of Artificial Intelligence and Soft Computing Research   11 ( 2 )   307 - 318   2021年4月

HARDWARE IMPLEMENTATION OF A TAKAGI-SUGENO NEURO-FUZZY SYSTEM OPTIMIZED BY A POPULATION ALGORITHM 査読 国際共著 国際誌

Piotr Dziwi´nski, Andrzej Przybył, Paweł Trippner, Józef Paszkowski, Yoichi Hayashi

Journal of Artificial Intelligence and Soft Computing Research   11 ( 3 )   243 - 266   2021年1月

近未来の医療：AIと未来医療 招待

林 陽一

純真の翼   7   7 - 8   2020年7月

ホワイトボックス化した人工知能を用いた緊急帝王切開術の検出 査読

日本超音波学会誌   47   2020年

Browser Fingerprint Coding Methods Increasing The Effectiveness of User Identification in The Web Traffic 査読 国際誌

Marcin Gabryel, Konrad Grzanek, Yoichi Hayashi

Journal of Artificial Intelligence and Soft Computing Research   10 ( 4 )   243 - 253   2019年12月

Rough Support Vector Machine for Classification with Interval and Incomplete Data 査読 国際誌

Nowicki Robert K, Grzanek K, Yoichi Hayashi

Journal of Artificial Intelligence and Soft Computing Research   10 ( 1 )   47 - 56   2019年12月

Rough Support Vector Machine for Classification with Interval and Incomplete Data 査読 国際誌

Nowicki Robert K, Grzanek K, Yoichi Hayashi

Journal of Artificial Intelligence and Soft Computing Research   10 ( 1 )   47 - 56   2019年10月

The non-invasive prediction prediction of non-alcoholic steatohepatitis (NASH) in Japanese patients with morbid obesity by artificial intelligence using rule extraction technology 査読 国際誌

Daisuke Uehara, Yoichi Hayashi, Yosuke Seki, Satoru Kakizaki, Norio Horiguchi, Hiroaki Hashizume, Hiroki Tojima, Yuichi Yamazaki, Ken Sato, Motoyasu Kusano, Masanobu Yamada, and Kazunori Kasama

World Journal of Hepatology   10 ( 12 )   934 - 943   2018年12月

A comparison study on rule extraction from neural network ensembles, Boosted shallow trees and SVMs 査読 国際誌

Guido Bologna, Yoichi Hayashi

Applied Computional Intelligence and Soft Computing   2018   2018年1月

A Rule Extraction Study from SVM on Sentiment Analysis 査読 国際誌

Guido Bologna, Yoichi Hayashi

Big Data and Cognitive Computing   2 ( 6 )   2018年1月

Optimality and convergence for convex ensemble learning with sparsity and diversity based on fixed point optimization 査読

Yoichi Hayashi, Hideaki Iiduka

NEUROCOMPUTING   273   367 - 372   2018年1月

Synergy effects between grafting and subdivision in Re-RX with J48graft for the diagnosis of thyroid disease 査読

Yoichi Hayashi

KNOWLEDGE-BASED SYSTEMS   131   170 - 182   2017年9月

Rule extraction using Recursive-Rule extraction algorithm with J48graft combined with sampling selection techniques for the diagnosis of type 2 diabetes mellitus in the Pima Indian dataset 査読

Yoichi Hayashi, Shonosuke Yukita

Informatics in Medicine Unlocked   2   92 - 104   2016年12月

Neural network training and rule extraction with augmented discretized input 査読

Yoichi Hayashi, Rudy Setiono, Arnulfo Azcarraga

NEUROCOMPUTING   207   610 - 622   2016年9月

SPMoE: a novel subspace-projected mixture of experts model for multi-target regression problems 査読

Esmaeil Hadavandi, Jamal Shahrabi, Yoichi Hayashi

SOFT COMPUTING   20 ( 5 )   2047 - 2065   2016年5月

A Novel GBM Saliency Detection Model Using Multi-Channel MRI 査読

Subhashis Banerjee, Sushmita Mitra, B. Uma Shankar, Yoichi Hayashi

PLOS ONE   11 ( 1 )   2016年1月

Accuracy of rule extraction using a recursive-rule extraction algorithm with continuous attributes combined with a sampling selection technique for the diagnosis of liver disease 査読

Yoichi Hayashi, Kazuhiro Fukunaga

Informatics in Medicine Unlocked   5   26 - 38   2016年

Recursive-rule extraction algorithm with J48graft and applications to generating credit scores 査読

Yoichi Hayashi, Yuki Tanaka, Tomohiro Takagi, Takamichi Saito, Hideaki Iiduka, Hiroaki Kikuchi, Guido Bologna, Sushmita Mitra

Journal of Artificial Intelligence and Soft Computing Research   6 ( 1 )   35 - 44   2016年

Application of a rule extraction algorithm family based on the Re-RX algorithm to financial credit risk assessment from a Pareto optimal perspective 査読

Yoichi Hayashi

Operations Research Perspectives   3   32 - 42   2016年

Using Sample Selection to Improve Accuracy and Simplicity of Rules Extracted from Neural Networks for Credit Scoring Applications 査読

Rudy Setiono, Arnulfo Azcarraga, Yoichi Hayashi

International Journal of Computational Intelligence and Applications   14 ( 4 )   1550021-1 - 1550021-20   2015年12月

Use of a Recursive-Rule eXtraction algorithm with J48graft to achieve highly accurate and concise rule extraction from a large breast cancer dataset 査読

Yoichi Hayashi, Satoshi Nakano

Informatics in Medicine Unlocked   1   9 - 16   2015年

Use of the recursive-rule extraction algorithm with continuous attributes to improve diagnostic accuracy in thyroid disease 査読

Yoichi Hayashi, Satoshi Nakano, Shota Fujisawa

Informatics in Medicine Unlocked   1   1 - 8   2015年

Comparative Study of Performances on the Family of the Recursive-Rule Extraction Algorithm

Yoichi Hayashi, Yuki Tanaka, Shota Fujisawa, Tomoki Izawa

Proceedings of the 24nd International Conference on Artificial Neural Networks (ICANN 2014, accepted for oral presentation), Hamburg, Germany, Lecture Notes in Computer Science (LNCS)   2014年9月

Comparative Study of Performances on the Family of the Recursive-Rule Extraction Algorithm

Yoichi Hayashi, Yuki Tanaka, Shota Fujisawa and Tomoki Izawa

Proceedings of the 24nd International Conference on Artificial Neural Networks (ICANN 2014, accepted for oral presentation), Hamburg, Germany, Lecture Notes in Computer Science (LNCS)   2014年9月

Survey on the Family of the Recursive-Rule Extraction Algorithm 査読 国際誌

Yoichi Hayashi, Tomohiro Takagi, Hiroyuki Mori, Hiroaki Kikuchi, Takamichi Saito, Hideaki Iiduka, Sayaka Akioka

Journal of Computer Science Technology Updates   1 ( 1 )   26 - 34   2014年8月

MofN Rule Extraction from Neural Networks Trained with Augmented Discretized Input

Rudy Setiono, Arnulfo Azcarraga and Yoichi Hayashi

Proceedings of the IEEE 2014 International Joint Conference on Neural Networks (IJCNN 2014, accepted for oral presentation), Beijing, China   1079 - 1086   2014年7月

New Method for Dynamic Signature Verification Based on Global Features

Marcin Zalasinski, Krzysztof Cpalka and Yoichi Hayashi

Proceedings of the 13th International Conference on Artificial Intelligence and Soft Computing (ICAISC 2014, accepted), Zakopane, Poland, Lecture Notes in Artificial Intelligence (LNAI)   8468   231 - 245   2014年6月

Neural network rule extraction by a new ensemble concept and its theoretical and historical background: A review

Yoichi Hayashi

International Journal of Computational Intelligence and Applications   12 ( 4 )   1340006-1-1340006-22   2013年12月

A New Approach to Three Ensemble Neural Network Rule Extraction Using Recursive-Rule eXtraction algorithm

Yoichi Hayashi, Ryusuke Sato and Sushmita Mitra

Proceedings of the IEEE International Joint Conference on Neural Networks (IJCNN 2013), Dallas, TX   835-841   2013年8月

Using neural network for visualizing poverty

A. Azcarraga, C. Enriquez, Y. Hayashi and R. Setiono

Proceedings of the 12th International Decision Sciences Institute Conference, Bali, Indonesia   1005-1023   2013年7月

Neural Data Analysis: Ensemble Neural Network Rule Extraction and Its Theoretical Backgrounds (Keynote Speech and Invited Paper)

Yoichi Hayashi

Proceeding of the 12th International Conference on Artificial Intelligence and Soft Computing (ICAISC) 2013, to be held on Zakopane, Poland, Lecture Notes in Artificial Intelligence.   7894 ( 1 )   1-19 - 19   2013年6月

On the Strong Convergence of the Orthogonal Series-Type Kernel Regression Neural Networks in a Non-stationary Environment

Piotr Duda, Yoichi Hayashi and Maciej Jaworski

Proceedong of the 11th International Conference Artificial Intelligence and Soft Computing (LNAI) Part I   7267   47-54 - 54   2012年4月

Storong Convergence of the Recursive Parzen-Type Probabilistic Neural Network Handling Nonstationary Noise

Lena Pietruczuk and Yoichi Hayashi

Proceedings of the 11th Artificial Intelligence and Soft Computing, Lecture Notes in Arttificial Intelligence (LNAI),   7267   160-168 - 168   2012年4月

A new neural data analysis approach using ensemble neural network rule extraction

Atsushi Hara, Yoichi Hayashi

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)   7552 ( 1 )   515 - 522   2012年

Maximizing the area under ROC using pruned neural networks and its application to analyzing market survey data.

Y. Hayashi, R. Setiono and M.H. Hsieh

Proceedings of the 42nd Annual Meeting of the Decision Sciences Institute   2161-2166   2011年11月

Genetic Networks and Soft Computing

Sushmita Mitra, Ranajit Das, Yoichi Hayashi

IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS   8 ( 1 )   94 - 107   2011年1月

Understanding consumer heterogeneity: A business intelligence application of neural networks

Yoichi Hayashi, Ming-Huei Hsieh, Rudy Setiono

KNOWLEDGE-BASED SYSTEMS   23 ( 8 )   856 - 863   2010年12月

Predicting consumer preference for fast-food franchises: a data mining approach

Y. Hayashi, M-H Hsieh, R. Setiono

JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY   60 ( 9 )   1221 - 1229   2009年9月

Predicting eating-out frequency of Taiwanese consumers: A business intelligence application of neural networks

Yoichi Hayashi, Ming-Huei, Rudy Setiono

Proceedings of the 10th International Conference Decision Science Institute, Nancy, France   651-670   2009年6月

Signal Peptide Sequence Analysis and Cleavage Site Prediction

Takehito Yamada and Yoichi Hayashi

GIW 2008 (CD-ROM Proceedings)   2008年12月

Greedy rule generation from discrete data and its use in neural network rule extraction

Koichi Odajima, Yoichi Hayashi, T. Gong, Rudy Setiono

Elsevier, Neural Networks   21 ( 7 )   1020-1028   2008年9月

Knowledge-based generation of diagnostic hypotheses and therapy recommendations for toxoplasma infections in pregnancy

Dieter Kopecky, Klaus-Peter Adlassnig, Andrea-Romana Prusa, Michael Hayde, Yoichi Hayashi, Birgit Panzenboeck, Andrea Rappelsberger, Arnold Pollak

MEDICAL INFORMATICS AND THE INTERNET IN MEDICINE   32 ( 3 )   199 - 214   2007年9月

Web-Based Decision Support in Selecting Patients with Parkinson's Disease for Deep Brain Stimulation

Marcus Vitek, Michaela Pinter, Andrea Rappelsberger, Yoichi Hayashi and Klaus-Peter Adlassnig

Proceedings of the 20th IEEE International Symposium on Computer-Based Medical Systems (CBMS 2007), 20-22 June, 2007, Maribor, Slovenia   79-84 - +   2007年6月

Fuzzy Markov Chains

Buckley, J.J., Feuring, T. and Hayashi, Y.

International Fuzzy Mathematics Institute, Journal of Fuzzy Mathematics   14   723-737   2006年9月

Bioinformatics with soft computing

Sushmita Mitra, Yoichi Hayashi

IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS   36 ( 5 )   616 - 635   2006年9月

Greedy rule generation from discrete data and its use in neural network rule extraction

Koinchi Odajima, Yoichi Hayashi and Rudy Setiono

Proceedings of IEEE International Joint Conference on Neural Networks   3499-3505 - +   2006年7月

Medical Intelligence Service Provider Based on Interconnected, Cooperating Medical Decision Support Improving Public Health through the Internet.

Adlassnig, K.-P. and Hayashi Y.

In Eysenbach, G. (Ed.) Book of the 11th World Congress on Internet in Medicine (MedNet 2006), JMIR Publications, Toronto, 15.   2006年

Fuzzy Eigenvalues

James J. Buckley, Thomas Feuring, Hayashi, Y.

International Fuzzy Mathematics Institute, Journal of Fuzzy Mathematics   13 ( 4 )   757-773   2005年12月

EmbeddedKnowledge-Based Diagnostic Intelligence to Interpret Hepatitis Serology Test Results

Adlassnig, K.-P., Horak, W., Rappelsberger, A. and Hayashi, Y.

Proceedings of the International Conference on Ibtelligent Agents, Web Technologies and Inyernet Commerce (IAWTIC'2005)   2   1080-1085 - +   2005年11月

ICU-Based Monitoring of Nosocomial Infections

Adlassnig, K.-P., Blacky, A., Koller, W., nad Hayashi, Y.

Proceedings of the International Conference on Computational Intelligence for Modelling, Control and Automation (CIMCA'2005)   1   1054-1059 - +   2005年11月

ICU-Based Monitoring of Nosocomial Infections

Adlassnig, K.-P., Blacky, A., Koller, W. and Hayashi, Y.

Mohammadian, M. (Ed.) Proceedings of the International Conference on Intelligent Agents, Web Technologies & Internet Commerce (IAWTIC 2005), University of Canberra, Canberra, Australia, 139.   1054 - +   2005年

On Designing of Neuro-Fuzzy Systems

Robert Nowicki, Agata Pokropinska, Hayashi, Y.

Lecture Notes in Computer Science (Proceedings of International Conference on Parallel Processing and Applied Mathematics)   3019   641-649 - 649   2003年9月

Fuzzy inference neural networks with fuzzy parameters

Danuta Rutkowska, Hayashi, Y.

TASK QUARTERLY   7 ( 1 )   7-22   2003年4月

Solving fuzzy problems in operations research:inventory control

Buckley, J. J.*(Univ. of Alabama at Birmingham・準教授), Feuring, T.*(Univ. of Siegen・助教授), Hayashi, Y.(教授)

Springer Soft Computing   Vol.7 ( 3 )   121-129 - 2707   2003年3月

Solving fuzzy problems in operations research:inventory control

Buckley, J. J, niv. of, Alabama at Birmingham, 準教授, Feuring, T, iv. of Siege, Hayashi, Y

Springer Soft Computing   Vol.7   121-129   2003年3月

Linear systems of first order ordinary differential equations:fuzzy initial conditions

Buckley, J. J.*(Univ. of Alabama at Birmingham・準教授), Feuring, T.*(Univ. of Siegen・助教授), Hayashi, Y.(教授)

Springer Soft Computing   Vol.6   415-421   2002年12月

Fuzzy Difference Equations:The Initial Value Problem

Buckley, J. J.*(Univ. of Alabama at Birmingham・準教授), Feuring, T.*(Univ. of Siegen・助教授), Hayashi, Y.(教授)

Journal of Advanced Computational Intelligence   Vol.5   315-325   2002年11月

Intelligent Consultant

Buckley, J. J.*(Univ. of Alabama at Birmingham・準教授), Feuring, T.*(Univ. of Siegen・助教授), Hayashi, Y.(教授)

Journal of Advanced Computational Intelligence   Vol.5   119-124   2002年10月

Parallel Processing by Implication based Neuro-Fuzzy Systems

Rutkowska, D.*(Technical Univ. of Czestochowa 教授), Nowicki, R.*(Technical Univ. of Czestochowa), Hayashi, Y.(教授)

SpringerLecture Notes in Computer Science   Vol.2328   599-607 - 607   2002年10月

ニュージーランド・カンタベリー大学客員教授

知能と情報   2002年4月

Solving fuzzy equations using evolutionary algorithms and neural nets

Buckley, J. J.*(Univ. of Alabama at Birmingham・準教授), Feuring, T.*(Univ. of Siegen・助教授), Hayashi, Y.(教授)

SpringerSoft Computing   Vol.6 No.2   116-123   2002年4月

Fuzzy Queueing Theory Revisited

Buckley, J. J.*(Univ. of Alabama at Birmingham・準教授), Feuring, T.*(Univ. of Siegen・助教授), Hayashi, Y.(教授)

World ScientificInter. Journal of Unceratainty, Fuzziness and Knowledge-Based Systems   Vol.9 No.5 ( 5 )   527-537 - 537   2001年10月

Multi-objective Fully Fuzzified Linear Programming

Buckley, J. J.*(Univ. of Alabama at Birmingham・準教授), Feuring, T.*(Univ. of Siegen・助教授), Hayashi, Y.(教授)

World ScientificInter. Journal of Uncertainty, Fuzziness and Knowledge-Based Systems   Vol.9 No.5 ( 5 )   605-621 - 621   2001年10月

Learning M-of N Concepts for Medical Diagnosis Using Neural Networks

Hayashi, Y.(教授), Setino, R.*(Naional Univ. of Singapore 準教授), Yoshida, K.*(St.Marianna Univ. of Medicine 教授)

Fuji Technology Press Ltd.Journal of Advanced Computational Intelligence   Vol.4,No.4   294-301   2001年8月

Solving Fuzzy Problems in Operations Research : Inventry Control

Buckley, J. J, niv. of, Alabama at Birmingham, 準教授, Feuring, T, iv. of Siege, Hayashi, Y

IEEEProc. IFSA/NAFIPS 2001   2704-2707   2001年7月

Fuzzy Markov Chains

Buckley, J.J.*(Univ.of Alabama at Birmingham 準教授), Feuring,T.*(Univ. of Siegen 助教授), Hayashi, Y.(教授)

IEEEProc. IFSA/NAFIPS 2001   2708-2711 - 2711   2001年7月

Fuzzy Hierarchical Analysis Revisited

Buckley, J.J.*(Univ.of Alabama at Birmingham), Feuring, T.*(Univ.of Siegen), Hayashi, Y.(教授)

ElsevierEuropean Journal of Operational Research,   Vol.129 №1 ( 1 )   48-64 - 64   2001年2月

Computational intelligence methods and data understanding, In: Quo Vadis computational Intelligence?

Duch, W.*(Nicolas Copernics Unv.), Hayashi, Y.(教授)

Springer-VerlagNew trends and approaches in computational intelligence,   Vol.54   256-270   2000年12月

Eliminators and Classifiers

Duch, W.*(Nicolas Copernicus Univ.), Adamczak, R.*(Nicolas Coeprnicus Univ.), Hayashi, Y.(教授)

APNNAProceedings of 7th International Conference on Neural Information Processing (ICONIP'2000),   1029-1034   2000年11月

A comparison between two neural network rule extraction techniques for the diagnosis of hepatobiliary disorders

Yoichi Hayashi, Rudy Setiono, Katsumi Yoshida

Artificial Intelligence in Medicine   20 ( 3 )   205 - 216   2000年11月

Solving Fuzzy Problems in Operation Research: Inventory Control

Buckley, J.J.*(Univ.of Alabama at Birmingham), Feuring, T.(Univ.of Siegen), Hayashi, Y.(教授)

IEEEProceedings of the 9th IEEE international Conference on Fuzzy Systems (FUZZ-IEEE'2000),   Vol.1   352-357 - 357   2000年5月

Fuzzy Integral Equation

Bukcley, J.J.*(Univ.of Alabama at Birmingham), Feuring, T.*(Univ.of Siegen), Hayashi, Y.(教授)

IEEEProceedings of the 9th International Conference on Fuzzy Systems(FUZZ-IEEE'2000),   Vol.1   319-323 - 323   2000年5月

Fuzzy and Crisp logical rule extraction method in application to medical data

Duch, W.*(Nicolas Copernics Unv.), Adamczak, R.*(ibid.), Grabczewski, K.*(ibid.), Hayashi, Y.(教授)

Springer-verlagFuzzy systems in Medicine, Studies in Fuzziness and Soft Computing,   Vol.41   593-616   2000年4月

Fuzzy and Crisp Logical rule extraction methods in application to medical date (共)

Springer Verlag Fuzzy Systems in Medicine   41   593-616   2000年

Computational intelligence methods and data understanding

In : Quo Vadis computational Intelligence? New trends and approaches inc Soft Computing, Springer Verlag   54   256-270   2000年

Multivariate Non-Linear Fuzzy Regression

Buckley, J.J.*(University of Alabama at Birmingham, 准教授), Feuring, T*(University of Siegen, 講師), 林陽一(教授)

IEEEProc. of the 8th IEEE Internatinal Conference on Fuzzy Systems   Vol.2   714-718   1999年8月

Editorial for Special Issue: Professor Ernest Czogala Memorial Issue Part 2

Journal of Advanced Computational Intelligence   3 ( 4 )   213-214   1999年8月

Fuzzy Hierarchical Analysis Revisited

Buckley, J.J.*(University of Alabama at Birmingham, 准教授), Feuring, T*(University of Siegen, 講師), 林陽一(教授)

IFSAProc. of IFSA'99   Vol.1   1-5   1999年8月

Overfitting: A Fuzzy Neural Net Solution

Feuring, T*(University of Siegen, 講師), Buckley, J.J.*(University of Alabama at Birmingham, 准教授), 林陽一(教授)

IEEEProc. of the 8th IEEE Internatinal Conference on Fuzzy Systems   Vol.1   61-65   1999年8月

Fuzzy Hierachical Analysis

Buckley, J.J.*(University of Alabama at Birmingham, 准教授), Feuring, T*(University of Siegen, 講師), 林陽一(教授)

IEEEProc. of the 8th IEEE Internatinal Conference on Fuzzy Systems   Vol.2   1009-1013   1999年8月

Fuzzy Initial Value problem for N-th Order Linear Differential Equations

Buckley, J.J.*(University of Alabama at Birmingham, 准教授), Feuring, T*(University of Siegen, 講師), 林陽一(教授)

IFSAProc. of IFSA'99   Vol.1   471-475   1999年8月

Multivariate Non-Linear Fuzzy Regression

Buckley,J.J, iversity of Alabama at Birmingham, 准教授),Feuring,T, rsity of Siegen, 林陽一

IEEEProc. of the 8th IEEE Internatinal Conference on Fuzzy Systems   Vol.2   714-718   1999年8月

Fuzzy Hierachical Analysis

Buckley,J.J, iversity of Alabama at Birmingham, 准教授),Feuring,T, rsity of Siegen, 林陽一

IEEEProc. of the 8th IEEE Internatinal Conference on Fuzzy Systems   Vol.2   1009-1013   1999年8月

Fuzzy Hierarchical Analysis Revisited

Buckley,J.J, iversity of Alabama at Birmingham, 准教授),Feuring,T, rsity of Siegen, 林陽一

IFSAProc. of IFSA'99   Vol.1   1-5   1999年8月

Evolutionary Algorithm Solution to Multivariate Non-Linear Fuzzy Regression

Buckley, J.J.*(Univ.of Alabama at Birmingham 準教授), Feuring,T.*(Univ. of Siegen 助教授), Hayashi, Y.(教授)

IEEEProc. of IFSA'99   Vol.1   440-443   1999年8月

Fuzzy Difference Equations:The Initial Value Problem

Buckley, J.J.*(University of Alabama at Birmingham, 准教授), Feuring, T*(University of Siegen, 講師), 林陽一(教授)

IFSAProc. of IFSA'99   Vol.2   1037-1041   1999年8月

A Classifier Based on Neuro-Fuzzy Inference System

Czogala, E.*(Technical Univ. of Silesia 教授), Leski, J..*(Technical Univ. of Silesia 教授), Hayashi, Y.(教授)

Fuji Technology Press Ltd.Journal of Advanced Computational Intelligence   Vol.3,No. 4   282-288   1999年8月

Diagnosis of hepatobiliary disorders using rules extracted from artificial neural networks

林陽一(教授), Setino, R*(University of Singapore, 助教授)

IEEEProc. of the 8th IEEE Internatinal Conference on Fuzzy Systems   Vol.1   344-348   1999年8月

Neural Nets, Fuzzy and Crisp, in the Design of an Artificial Agent

Buckley, J.J.*(Univ.of Alabama at Birmingham 準教授), Feuring,T.*(Univ. of Siegen 助教授), Hayashi, Y.(教授)

IEEEProc. Of Int. Joint Conference on Neural Networks(IJCNN'99)   Vol.4   2414-2418   1999年7月

Fuzzy Neural Nets Can Solve the Overfitting Problem

Buckley, J.J.*(Univ.of Alabama at Birmingham 準教授), Feuring,T.*(Univ. of Siegen 助教授), Hayashi, Y.(教授)

IEEEProc. Of International Joint Conference on Neural Networks(IJCNN'99)   Vol.6   4197-4201   1999年7月

Neuro-Fuzzy systems Approaches

Rutkowska, Danuta*(Techinical University of Czestochowa, 教授), 林陽一(教授)

Fuji Technology Press Ltd.Journal of Advanced Computational Intelligence   Vol.3No.3   177-185   1999年6月

Editorial for Special Issue: Professor Ernest Czogala Memorial Issue Part 1

Journal of Advanced Computational Intelligence   3 ( 3 )   149-150   1999年6月

Solving Fuzzy Problems in Operations Reseach

Buckley, J.J.*(University of Alabama at Birmingham, 准教授), Feuring, T*(University of Siegen, 講師), 林陽一(教授)

Fuji Technology Press Ltd.Journal of Advanced Computational Intelligence   Vol.3No.3   171-176   1999年6月

Fuzzy Geometry Database

Buckley, J.J.*(University of Alabama at Birmingham, 准教授), Feuring, T*(University of Siegen, 講師), 林陽一(教授)

Fuji Technology Press Ltd.Journal of Advanced Computational Intelligence   Vol.3No.3   164-170   1999年6月

Multivariate non-linear fuzzy regression: An evolutionary algorithm approach 査読

JJ Buckley, T Feuring, Y Hayashi

INTERNATIONAL JOURNAL OF UNCERTAINTY FUZZINESS AND KNOWLEDGE-BASED SYSTEMS   7 ( 2 )   83 - 98   1999年4月

Multivariate Non-Liner Fuzzy Regression : An Evolutionary Algorithm Approach

Buckley,J.J, iversity of Alabama at Birmingham, 准教授),Feuring,T, rsity of Siegen, 林陽一

World ScientificInternational Journal of Uncertainty,Fuzziness and Knowledge-Based Systems   Vol.7No.2   83-98   1999年4月

Can Neural Nets be Universal Approximators for Fuzzy Functions?

Buckley.J.J.*(准教授), Yoichi Hayashi(教授)

Fuzzy Sets and Systems   Vol.101 №3 ( 3 )   514(323-330) - 330   1999年2月

On the equivalence of neural nets and fuzzy expert systems 査読

JJ Buckley, Y Hayashi, E Czogala

FUZZY SETS AND SYSTEMS   100   145 - 150   1999年

Neural Net Solution to Fuzzy Linear Programming

Fuzzy Sets and Systems   106 ( 2 )   99-111 - 111   1999年

Neuro-Fuzzy systems Approaches 査読 国際誌

Journal of Advanced Computational Intelligence   3 ( 3 )   177-185   1999年

Fuzzy Difference Equations : The Initial Value Problem 査読 国際誌

Jamaes J. Buckley, Yoichi Hayashi

IFSA Proc. of IFSA'99   2   1037 - 1041   1999年

Fuzzy Geometry Database 査読

James J. Buckley, Yoichi Hayashi

Journal of Advanced Computational Intelligence   3 ( 3 )   164 - 170   1999年

Artificial Agent (共)

IEEE proc. of the 8th IEEE International Conference on Fuzzy Systems   3   1460-1464   1999年

Diagnosis of hepatobiliary disorders using rules extracted from artificial neural networks (共)

Yoichi Hayashi and Rudy Setiono

IEEE Proc. of the 8th IEEE international Conference on Fuzzy Systems, Seoul, Korea   1   344-348   1999年

A Proposal for Fuzzy Rule Generalization to Design Classifiers

Nikhil R.Pal*(教授), Yoichi Hayashi(教授)

World ScientificProc.of International Conference on Soft Computing and Information/Intelligent Systems(IIZUKA'98)   Vol.2   1022(971-974)   1998年10月

Application of Fuzzy Chaos to Fuzzy Simulation

Buckley.J.J.*(准教授), Yoichi Hayashi(教授)

Fuzzy Sets and Systems   Vol.99 №2 ( 2 )   239(151-157) - 157   1998年10月

SUM-PI network:A new multilayer feed forward neural network

Nikhil R.Pal*(教授), Yoichi Hayashi(教授)

IOS PressProc.of Fifth International Conference on Neural Information Processing(ICONIP'98)   Vol.2   1673(687-690) - 690   1998年10月

Automated Extraction of Fuzzy IF-Then Rules and its Application to Medical Diagnosis

Les Sztandera*(教授), Yoichi Hayashi(教授)

EDKProc.of the seventh Int. Conf. On Information Processing Management of Uncertainty in knowledge-Based Systems(IPMU'98)   Vol.2   1925 (1907-1908)   1998年7月

Fully Fuzzified Linear Programming:An Evolutionary Algorithm

Thomas Feuring*(助教授), James J.Buckley*(准教授), Yoichi Hayashi(教授)

IEEEProc.of 1998 IEEE Int. Conf. On Fuzzu Systems(FUZZ-IEEE'98)   Vol.1   1689(611-616) - 616   1998年5月

Fuzzy regression:An Evolutionary Algorithm Approach

Thomas Feuring*(助教授), James J.Buckley*(准教授), Yoichi Hayashi(教授)

IEEEProc.of 1998 IEEE Int. Conf. On Fuzzu Systems(FUZZ-IEEE'98)   Vol.1   1689(704-708) - 708   1998年5月

A Gradient Decent Learning Algorithm for Fuzzy Neural Networks

Thomas Feuring*(助教授), James J.Buckley*(准教授), Yoichi Hayashi(教授)

IEEEProc.of 1998 IEEE Int. Conf. On Fuzzu Systems(FUZZ-IEEE'98)   Vol.2   1689(1136-1141) - 1141   1998年5月

Verbal Controlling

Thomas Feuring*(助教授), James J.Buckley*(准教授), Yoichi Hayashi(教授)

IEEEProc.of the second International Cnference on Knowledge - based Intelligent Electronic Systems(KES'98)   Vol.2   1464(407-414) - 414   1998年4月

Adjusting Fuzzy Weights in Fuzzy Newral Nets

Thomas Feuring*(助教授), James J.Buckley*(准教授), Yoichi Hayashi(教授)

IEEEProc.of the second International Cnference on Knowledge - based Intelligent Electronic Systems(KES'98)   Vol.2   1464(402-406) - 406   1998年4月

IEEE Trans. on Fuzzy Systems誌のAssociat Editor

1998年1月

Can Neural Nets be Universal Approximators for Fuzzy Functions? 査読

JamesJ.Buckley*(助教授), YoichiHayashi(教授)

Proc. of 6th IEEE Int. Conf. on Fuzzy Systems Vol.2   1101-1104 - 1104   1997年7月

Can Neural Nets be Universal Approximators for Fuzzy Functions?

JamesJ.Buckley, YoichiHayashi

Proc. of 6th IEEE Int. Conf. on Fuzzy Systems Vol.2   1101-1104   1997年7月

Neural Net Approximations to Solutions of Systems of Fuzzy Linear Equations

JamesJ.Buckley*(助教授), YoichiHayashi(教授)

Proc. of 1997 IEEE Int. Conf. on Neural Networks   2355-2358 - 2358   1997年6月

Fuzzy Differential Equations : A New Solution

JamesJ.Buckley*(助教授), YoichiHayashi(教授)

Proc. of 7th IFSA World Congress, Vol.2   27-30   1997年6月

A new Fuzzy Intersections and Union

JamesJ.Buckley*(助教授), YoichiHayashi(教授)

Proc. of 7th IFSA World Congress, Vol.1   49-54   1997年6月

Diagnosing Hepatobiliary Disorders Using a Fuzzy System

Sztandera, L. M.*, McDermott, M.*, Banks, R*, Hayashi, Y.

Proc. of Joint Conference Information Sciences   Vol.1   222-223   1997年3月

Solving Fuzzy Equations Using Neural Nets

James J.Buckley*(助教授), Eslami, E and (助教授), Yoichi Hayashi(教授)

ElsevierFuzzy Sets and Systems   Vol.86 No.3 ( 3 )   271-278 - 278   1997年

Neural Net Solution to Fuzzy Linear Programming

Buckley, J. J.*(Univ. of Alabama at Birmingham・準教授), Hayashi, Y.(教授)

IEEEProc, of Fifth IEEE Int. Conf. On Fuzzy Systems(FUZZ-IEEE'96)   1563-1566 - 1566   1996年9月

Medical Intelligence Service Provider Based on Interconnected, Cooperating Medical Decision Support Systems.

Adlassnig, K.-P., and Hayashi Y.

In Eysenbach , G. (Ed.) Improving Public Health through the Internet. Abstracts Book of the 11th World Congress on Internet in Medicine (MedNet 2006) JMIR Publications, Toront   15   1996年

Implementation of Fuzzy Max-Min Neural Controller

Hayashi, Y.(教授), Buckley, J. J.*(Univ. of Alabama at Birmingham・準教授)

IEEEProc. of 1995 IEEE Int. Conf. on Neural Networks(ICNN'95)   Vol.6   3113-3117 - 3117   1995年11月

Solving Fuzzy Equations Using Neural Nets

Buckley, J. J.*(Univ. of Alabama at Birmingham・準教授), Eslami, E.*(Kerman Univ.), Hayashi, Y.(教授)

IEEEProc. of the Third Int. Symposium on Uncertainty Modeling and Analysis and Annual Conf. of the North American Fuzzy Information Society(ISUMA-NAFIPS'95)   302-304   1995年9月

Neural Nets for Fuzzy Systems

Buckley, J. J.*(Univ. of Alabama at Birmingham・準教授), Hayashi, Y.(教授)

ElsevierFuzzy Sets and Systems   Vol.71 No.3 ( 3 )   265-276 - 276   1995年5月

Checking Completeness and Consistency in Natural Network Knowledge Base

Yoichi Hayashi(教授), Krishnamraju, P.V, Reilly, K.D.(教授)

Ablex pub.Journal of Artificial Neural Networks   Vol.2 No.1&2   107-118   1995年

Development of Water Chemistry Diagnostic System for BWRs Using Fuzzy Reasoning

Igarashi, H.*(Hitachi Engineering Co.Ltd.), Hayashi, Y.(教授), Sakata, M.*(Hitachi Engineering Co.Ltd.), Koya, H.*(Hitachi Engineering Co.Ltd.), Fukumoto, T.*(Hitachi Engineering Co.Ltd.)

Atomic Energy Society of Japan, Journal of Nuclear Science and Technology   Vol.31 No.10 ( 10 )   1023-1037 - 1037   1994年10月

Addictive Hybrid Networks for Fuzzy Logic

Keller, J. M.*(Univ. of Missouri-Columbia・教授), Hayashi, Y.(教授), Chen, Z.*(Univ.of Missouri-Columbia・学生)

ElsevierFuzzy Sets and Systems   Vol.66 No.3 ( 3 )   307-313 - 313   1994年9月

Fuzzy Genitic Algorithm and Applications

Buckley, J. J.*(Univ. of Alabama at Birmingham・準教授), Hayashi, Y.(教授)

ElsevierFuzzy Sets and Systems   Vol.61 No.2 ( 2 )   129-136 - 136   1994年1月

Hybrid Neural Nets Can be Fuzzy Controllers and Fuzzy Expert Systems

Buckley, J. J.*(Univ. of Alabama at Birmingham・準教授), Hayashi, Y.(教授)

ElsevierFuzzy Sets and Systems   Vol.60 No.2 ( 2 )   135-142 - 142   1993年12月

Direct Fuzzification of Neural Networks

Buckley, J. J.*(Univ. of Alabama at Birmingham・準教授), Hayashi, Y.(教授)

Proc. of the First Asian Fuzzy Systems Symposium   560-567   1993年11月

Are Regular Fuzzy Neural Nets Universal Approximators ?

Buckley, J. J.*(Univ. of Alabama at Birmingham・準教授), Hayashi, Y.(教授)

IEEEProc. of Inter. Joint Conf. on Neural Networks(IJCNN'93)   Vol.1   721-724 - 724   1993年10月

Fuzzy Genetic Algorithms for Optimization

Buckley, J. J.*(Univ. of Alabama at Birmingham・準教授), Hayashi, Y.(教授)

IEEEProc. of Inter. Joint Conf. on Neural Networks(IJCNN'93)   Vol.1   725-728 - 728   1993年10月

Fuzzy Input-Output Controllers are Universal Approximators

Buckley, J. J.*(Univ. of Alabama at Birmingham・準教授), Hayashi, Y(教授)

ElsevierFuzzy Sets and Systems   Vol.58 No.3 ( 3 )   273-278 - 278   1993年9月

Fuzzy Controller and Fuzzy Expert Systems as Hybrid Neural Nets

Buckley, J. J.*(Univ. of Alabama at Birmingham・準教授), Hayashi, Y(教授)

IFSAProc. of the fifth IFSA'93 World Congress   Vol.1   70-72   1993年7月

Fuzzy I/O Controller as Universal Approximators

Buckley, J. J.*(Univ. of Alabama at Birmingham・準教授), Hayashi, Y(教授)

INNSProc. of World Congress on Neural Networks(WCNN'93)   Vol.1   92-96 - 96   1993年7月

Fuzzy Neural Controller with Additive Hybrid Operators

Hayashi, Y(教授), Keller, J. M.*(Univ. of Missouri・教授)

Proc. of the fifth IFSA'93 World Congress   Vol.11   1118-1120   1993年7月

Comparison of Network-Based Inference Mechanisms for Fuzzy Logic

Hayashi, Y(教授), Keller, J. M.*(Univ.of Missouri・教授)

IEEEProc. Of the Second Inter. Symposium on Uncertainty Modeling & Analysis(ISUMA'93)   334-348   1993年4月

Interpretation of Nodes in Networks for Fuzzy Logic

Keller, J. M.*(Univ. of Missouri・教授), Hayashi, Y(教授), Chen, Z, *(Univ. of Missouri・学生)

IEEEProc. of the Second Inter. Conf. on Fuzzy Systems(FUZZ-IEEE'93)   1203-1207 - 1207   1993年3月

Fuzzy Simulation Based on Fuzzy Chaos

Buckley, J. J. *(Univ. of Alabama at Birmingham・準教授), Hayashi, Y(教授)

IEEEProc. of the Second Inter. Conf. on Fuzzy Systems(FUZZ-IEEE'93)   1039-1043 - 1043   1993年3月

Hybrid Systems Approches with Ascertsinment Learning in Neural Networks

Reilly, D. K.*(Univ. of Alabama at Birmingham・教授), Hayashi, Y(教授), Villa, M.F.*(Univ. of Alabama at Birmingham・学生)

Springer-VerlagProc. of Inter. Simulation Technology Conf. (SimTec'92)   447-454   1992年11月

Validation of Neural Network Knowledge Base

Hayashi, Y(教授), Krishnamraju, P. V.*(Univ. of Alabama at Birmingham・学生)

IEEEProc. of Inter. Joint Conf. on Neural Networks(IJCNN'92)   VI. 111   495-500   1992年11月

Hybrid Expert System with Fuzzy If-Then Rule Generation

Hayashi, Y(教授), Krishnamraju, P. V.*(Univ. of Alabama at Birmingham・学生)

IEEEProc. of Inter. Joint Cont. on Neural Networks(IJCNN'92)   Vol.111   501-506   1992年11月

Direct Fuzzification of Neural Networks and Fuzzifdied Delta Rule

Hayashi, Y(教授), Buckley, J. J.*(Univ. of Alabama at Birmingham・教授), Czogala, E.*(Technical Univ. of Silesia・教授)

FLSIProc. of 2nd Inter. Conf. On Fuzzy Logic and Neural Networks(IIUZKA'92)   73-76 - 76   1992年7月

Approximation between Fuzzy Expert Systems and Neural Networks

Hayashi, Y (教授), Buckley, J. J.*(Univ. of Alabama at Birmingham・教授), Czogala, E.*(Technical Univ. of Silesia・教授)

FLSIProc. of 2nd Interl. Conf. On Fuzzy Logic and Neural Networks(IIZUKA'92)   135-139   1992年7月

Fuzzy Neural Network with Fuzzy Signals and Weights

Hayashi, Y(教授), Buckley, J. J.*(Univ. of Alabama at Birmingham・教授), Czogala, E.*(Technical Univ. of Silesia・教授)

IEEEProc. of Inter. Joint. Conf. on Neural Networks(IJCNN'92)   Vol.11 ( 4 )   696-701 - 537   1992年6月

Fuzzy Neural Network with Fuzzy Signals and Weights

Hayashi, Y, Buckley, J. J, niv. of, Alabama at Birmingham, 教授, Czogala, E, Technical, Univ. of Silesi

IEEEProc. of Inter. Joint. Conf. on Neural Networks(IJCNN'92)   Vol.11   696-701   1992年6月

On the Equivalence of Neural Networks and Fuzzy Expert Systems

Hayashi, Y(教授), Buckley, J. J.*(Univ. of Alabama at Birmingham・教授), Czogala, E.*(Technical Univ. of Silesia・教授)

IEEEProc. of Inter. Joint Conf. on Neural Networks(IJCNN'92)   Vol.11   691-695 - 695   1992年6月

Fuzzy Expert Systems Versus Neural Networks

Hayashi, Y(教授), Buckley, J. J.*(Univ. of Alabama at Birmingham・教授), Czogala, E*(Technical Univ. of Silesia・教授)

IEEEProc. Of Inter. Joint Conf. On Neural Networks(IJCNN'92)   Vol.11   720-726   1992年6月

A Neural Expert System Using Fuzzy Teaching Input

IEEEProc. Of IEEE Inter. Conf. On Fuzzy Systems(FUZZ-IEEE'92)   485-491 - 491   1992年3月

A Structual Analysis of Database Management System Technology with some Japanese Experience

Yoichi Hayashi(教授), Hideto Ikeda (教授)

North-HollandInformation & Management   vol.22 No.6 ( 6 )   347-362 - 362   1992年

An Architecture for Hybrid Expert Systems

Hayashi, Y(教授), Krishnamraju, P. V.(Univ. of Alabama at Birmingham・学生), Reilly, K. D.*(Univ. of Alabama at Birmingham・教授)

IEEEProc. Of the Inter. Joint Conf. On Neural Networks(IJCNN'91-Singapore)   2773-2778 - 900   1991年11月

Water Quality Diagnosis System for Evaluation of Reactor Water Impurities

Fukumoto, T*(Hitachi Engineering Co.Ltd.), Hayashi, Y(教授), Oota, N*(Hitachi Engineering Co. Ltd.), Igarashi, H*(Hitachi Engineering Co. Ltd.)

Tras. of American Nuclear Society   447-449   1991年11月

A Neural Expert System with Confidence Measurements, in Uncertainty in Knowledge Bases

Gallant, S. I, s, n, 教授) , Hayashi, 教授

Springer-VerlagLecture Notes in Computer Science   562-567   1991年7月

A Neural Expert System with Confidence Measurements, in Uncertainty in Knowledge Bases

Gallant, S. I.*(Northeastern Univ.・教授), Hayashi, Y(教授)

Springer-VerlagLecture Notes in Computer Science   521   562-567 - 567   1991年7月

Neural and Conventional Expert Systems ; Competitive and Cooperative Schemes

Krishanamraju.P.V.*(Univ.of Alabama at Birmingham・学生), Reilly K.D.(Univ.of Alabama at Birmingham・教授), Hayashi, Y(教授)

Proc. of Second Workshop on Neural Networks(WNNAIND'91)   649-656   1991年2月

A Neural Expert System with Automated Extraction of Fuzzy If-Then Rules and Its Application to Medical Diagnosis

Yoichi Hayashi(教授)

Morgan KufmannAdvances in Neural Information Processing Systems   vol.3   578-584 - 584   1991年

Handling Uncertainty and Ambiguity in Conventional and Neural Expert Systems

Yoichi Hayashi(教授), Krishnamraju, P.V., Reilly, K.P.(教授)

Fuzzy Engineering toward Human Friendly Systems   Vol.1   598-608   1991年

Fuzzy Neural expert System with Automated Extraction of Fuzzy If-Then Rules from a Trained Neural Network

Hayashi, Y(教授), Imura, A*(Ibaraki Univ.・学生)

IEEEProc. Of the First Inter. Symposium on Uncertainty Modeling and Analysis(IZUMA'90)   489-494   1990年12月

Novel and High-Speed Algorithm for Solving the Inverse Problem of Fuzzy Correspondence

Hayashi, Y, Imura, A(Ibaraki Univ.・学生)

IEEEProc. Of the First Inter. Symposium on Uncertainty Modeling and Analysis(IZUMA'90)   308-311   1990年12月

Fuzzy Neural export System for Dignosing Hepatobiliary Disorders

Yoshida, K*(Keio Univ.・教授), Hayashi, Y(教授), Imura, A*( Ibaraki Univ.・学生), Shimada, N*(Keio Univ.)

FLSIProc. Of the Inter. Conf. On Fuzzy Logic & Neural Networks(IIZUKA'90)   539-543   1990年8月

Multi-layer Versus Single-Layer Neural Network and an Application to Reading Hand-Stamped Characters

Hayashi, Y(教授), Sakata, M.*(Hitachi Engineering Co., Ltd.), Gallant, S.I.(Northeastern Univ.準教授)

Proc. Of the Inter. Neural NetworkConf.(INN'90)   781-784 - 784   1990年7月

Fuzzy Neural Expert System and Its Application to Medical Dignosis

Hayashi, Y(教授), Imura, A*(Ibaraki Univ, ・学生), Yoshida, K*(Keio Univ.・助教授)

NJIT PressProc. of 8th Int. Congress of Cybernetics and Systems   Vol.1   54-61   1990年6月

ニューラルネットワークを用いたファジーIF -THEN -ルールの自動抽出

林 陽一, 中井 正人

電気学会電気学会論文誌   vol.110-c No.3 ( 3 )   198-206 - 206   1990年

分散法による英数字の認識能力

電気学会電気学会論文誌   vol.110-c NO.3   156-165   1990年

Fuzzy Neural expert System for Diagnosing Hepatobiliary Disorders

Yoshida, K.*, Hayashi, Y(教授), Imura, A*(Ibaraki Univ.学生), Shimada, N.*(Keio Univ.)

FLSI Proc. Of the Inter. Conf. On Fuzzy Logic & Neural Networks(IIZUKA'90)   539-543   1990年

A Multiprocessing Model of Natural Language Processing

Dey, P.P.(教授), Yoichi Hayashi(教授), Battistella, E.L.(助教授)

Walter de Gruyter & CoTheoretical Linguistics   vol.16 No.1 ( 1 )   11-23 - 23   1990年

前件部の各命題に言語的な相対的重要度をもつファジープロダクションルールによる推論

Hayashi, Y(教授), Nakai, M*(Ibaraki Univ.・学生)

電気学会『電気学会論文誌C』   Vol.109-C, No.9 ( 9 )   661-668 - 668   1989年9月

多次元ファジー推論の並列アルゴリズム

Hayashi, Y(教授), Tazaki, E*(Omron Tateishi Elictonics Co, ), Yoshida, K*(Keio Univ.・助教授)

電気学会電気学会論文誌C   Vol.109-C, No,5 ( 5 )   342-352 - 352   1989年5月

A Connectionist Expert System for Diagnosing Hepatobiliary Disorders

Yoshida, K., Yoichi Hayashi(教授), Imura, A.

North-HollandMEDINFO89   vol.1   116-120   1989年

多次元ファジー推論の高速アルゴリズムとその故障診断への応用

電気学会電気学会論文誌   vol.109-c No.9   653-660   1989年

Alphanumeric Character Recognition Using A Connectionist Model with The Pocket Algorithm

Yoichi Hayashi(教授), Sakata, M, Nakao, T, Ohhashi, S

Learned Information Ltd.Inter.J.of Neural Networks Research & Applications   vol.1No.3   175-186   1989年

Medical Database System with Fuzzy Reasoning

Yoshida, K., Yoichi Hayashi(教授), Tazaki.E, Ohtsubo, Y.

North-HollandMEDINFO89   vol.1   165-169   1989年

A Combination of Strategies for Parsing Grammatical Agreement in Hindi

Dey, P.P.(教授), Yoichi Hayashi(教授), Battistella, E.L.(助教授)

World Scientific Pub.International Journal of Pattern Recognition and Artificial Intelligence   vol.3No.2   261-273   1989年

Medical Diagnosis Using Simplified Muti-dimensional Fuzzy Reasoning

Hayashi, Y(教授), Tazaki, E*(Omron Tateishi Electronics Co.), Yoshida, K*(Keio Univ.・助教授), Dey, P*(Univ. of Alabama at Birmingham・助教授)

IEEEProf, Of IEEE 1988 Inter, Conf, On Systems, Men and Cybernetics   58-62   1988年8月

Effecient Method for Multi-dimensional Fuzzy Reasoning and Its Application to Fault Diagnosis

Hayashi, Y(教授), Nakai, M*(Ibaraki Univ.・学生)

IEEEProf. Of Inter, Workshop on Artificial Intelligence for Industrial Applications   27-32   1988年5月

A Flexible Interactive Control Structure for Rule-Based Systems

Srinivasan, S.*(MTB Computer Consulting Corp.), Dey, P*(Univ. of Alabama at Birmingham助教授), Hayashi, Y(教授)

ACMProc. Of 1988 ACM Computer Science Conference   447-453 - 453   1988年2月

A Parallel Algorithm for Multi-dimensional Fuzzy-Reasoning--Toward A Parallel Fuzzy Production System

Hayashi, Y(教授), Nakai, M*(Ibaraki Univ.学生), Dey, P*(Univ. of Alabama at Birmingham助教授)

ACMProc.of 1988 ACM Computer Science Conference   731-733 - 733   1988年2月

Development of Automated Health Testing and Services System via Fuzzy Reasoning

Hayashi, Y(教授), Tazaki, E*(Science Univ. of Tokyo・教授), Yoshida, K*(Keio Univ. ・助教授)

IEEEProc. Of the 1986 IEEE Inter. Conf. On Systems, Man and Cybernetics   342-345   1986年10月

Operational Technology Problems on Practical Database Systems in Japan and Their Structual Analysis

IEEEProProc. Of IEEE 9th Inter. Computer Software & Application Conference(COMPSAC85)   360-367   1985年10月

辞書式最適動的流れ問題とそのビルにおける居住者の避難モデルへの応用

林陽一, Nishida, N, Science, Univ. of Toky

計測自動制御学会『計測自動制御学会論文集』   Vol.20 No.7 ( 7 )   606-613 - 613   1984年7月

望ましい流入量と流出量の分布をもつ分権的多品種流問題

林陽一(教授), Kanaoka, H*(Science Univ. of Tokyo・学生), Nishida, N*(Science Univ. of Tokyo・助教授)

電気学会電気学会論文誌C   Vol.103-C, No.3 ( 3 )   60-66 - 66   1983年3月

望ましい出発分布と到着分布をもつ動的流れ問題

林陽一(教授), Ohtake, Y*(Science Univ. of Tokyo・学生), Nishida, N*(Science Univ. of Tokyo・助教授)

計測自動制御学会『計測自動制御学会論文集』   Vol.19 No.2 ( 2 )   110-117 - 117   1983年2月

Generalized Lexicographically Optimal Flows in Networks with Multiple Sources and Sinks

Yoichi Hayashi(教授), N. Nishida

Taylor & FrancisInternational Journal of Systems Science   vol.14 No.9 ( 9 )   1013-1028 - 1028   1983年

複数個の入口と出口に重み制約を持つネットワークの最適構成

Hayashi, Y, Nishida, N, Science, Univ. of Tokyo, Tazaki, E, Science, Univ. of Toky

計測自動制御学会『計測自動制御学会論文集』   vol.18 No.5 ( 5 )   450-457 - 457   1982年5月

複数個の入り口と出口に重み制約と流量の下限をもつネットワークの最適構成

Hayashi, Y(教授), Nishida N*(Science Univ. of Tokyo・助教授), Tazaki, E*(Science Univ. of Tokyo・教授)

システム制御情報学会『システムと制御』   Vol.26 No.10 ( 10 )   661-670 - 670   1982年

Neural Nets Can be Universal Approximators for Fuzzy Functions 査読

JamesJ.Buckley*(助教授), YoichiHayashi(教授)（ 担当： 共著）

1997年6月 

ファジィ推論

向殿政男（ 担当： 共著）

オーム社ニューロ・ファジィ・AIハンドブック  1994年5月 

電気通信普及財団研究助成受賞（３回）

神奈川科学技術アカデミー研究助成受賞

稲森財団研究助成受賞

実吉奨学会研究助成受賞

情報科学国際交流財団研究助成受賞（２回）

セコム科学技術振興財団研究助成受賞

人工知能と知識処理1

機関名：明治大学理工学部情報科学科

人工知能と知識処理2

機関名：明治大学理工学部情報科学科

計算知能特論

機関名：明治大学大学院理工学研究科情報科学専攻

コンピュータサイエンス実習B

機関名：明治大学理工学部情報科学科

ビッグデータ工学特論

機関名：明治大学大学院理工学研究科情報科学専攻

離散数学

機関名：茨城大学工学部情報工学科

人工知能の新時代：新世代医療、ディープラーニングの透明化、完全自動運転への展開

役割：出演

岩手県医療福祉コンソーシアム・記念公園  岩手県立大学ソフトエア学部  2017年7月

Big Data and Cognitive Computing, Editorial Board Member

役割：編集

MDPI  2017年4月 - 現在

Machine Learning and Knowledge Extraction, Editorial Board Member

役割：編集

MDPI  2017年4月 - 現在

Neural Data Analysis: Ensemble Neural Network Rule Extraction and Its Theoretical and Historical Backgrounds

役割：出演

The 12th International Conference on Artificial Intelligence and Soft Computing (ICAISC 2013)  The 12th International Conference on Artificial Intelligence and Soft Computing (ICAISC 2013) (Keynote Speech)  Zakopane, Poland  2013年6月

"Neural Networks Journal, Action editor"

2002年2月 - 2009年12月

Associate Editor of Artificial Intelligence in Medicine

2000年10月 - 2017年1月

"IEEE Trans. Fuzzy Systems, Associate editor"

1999年9月 - 2001年12月

カナダ自然科学工学研究カウンシル 国際学術貢献

役割：審査・評価

2020年 - 2021年3月

欧州研究会議審査委員 国際学術貢献

役割：審査・評価

2018年4月 - 2019年3月

Artificial Intelligence (Elsevier) IF: 9.088, Reviewer 国際学術貢献

役割：査読

2018年4月

Aging (Elsevier) IF: 5.682, Reviewer 国際学術貢献

役割：査読

Elsevier  2018年 - 現在

Applied Soft Computing (Elsevier) IF: 7.71, Reviewer. 国際学術貢献

役割：査読

2018年 - 現在

Diabetes Care IF: 19.11, Reviewer. 国際学術貢献

役割：査読

米国糖尿病学会(ADA)  2018年 - 現在

Information Sciences (Elsevier) IF: 6.795, Reviewer. 国際学術貢献

役割：査読

Elsevier  2017年4月 - 現在

Expert Systems with Application (Elsevier) IF:6.954, Reviewer. 国際学術貢献

役割：査読

Elsevier  2016年 - 現在

Knowledge-Based Systems (Elsevier) IF: 8.2, Reviewer. 国際学術貢献

役割：査読

2016年 - 現在

Neurocomputing (Elsevier) IF:5.719, Reviewer. 国際学術貢献

役割：査読

Elsevier  2012年4月 - 現在

European Journal of Operational Research (Elsevier) IF: 5.334 国際学術貢献

役割：査読

Elsevier  2012年4月

Artificial Intelligence in Medicine (Elsevier) IF:6.99, Reviewer. 国際学術貢献

役割：企画立案・運営等,　審査・評価,　学術調査立案・実施,　査読

Elsevier  2001年4月 - 現在

Neural Networks (Elsevier) IF: 8.05, Action Editor. 国際学術貢献

役割：企画立案・運営等,　審査・評価,　学術調査立案・実施,　査読

Elsevier  2001年4月 - 2008年3月