Faculty Database - Hayashi Yoichi

1.	2024/03	Article	Why do tree ensemble approximators not outperform the Re-cursive-Rule eXtraction algorithm? Machine Learning & Knowledge Extraction 6 (Collaboration)
2.	2024/02	Article	Explainable Artificial Intelligence (XAI) 2.0: A Manifesto of Open Challenges and Interdisciplinary Research Directions Information Fusion 106(102301),pp.1-22 (Collaboration)
3.	2024/01	Article	Prospects for Revolutionary and Popular AI Technology Following the Launch of ChatGPT in 2023 Electronics 13(290) (Single)
4.	2023/07	Article	Meet the editors: Interview with Dr. Yoichi Hayashi—Section Editor-in-Chief of Section “Artificial Intelligence” in Electronics Electronics (Single)
5.	2022/10	Article	Emerging Trends in Deep Learning for Credit Scoring: A Review Electronics 11(19),pp.3181 (Single)
6.	2021/08	Article	Use of an artificial intelligence-based rule extraction approach to predict an emergency cesarean section International Journal of Gynecology and Obstetrics (Collaboration)
7.	2021/04	Article	PERFORMANCE ANALYSIS OF ROUGH SET–BASED HYBRID CLASSIFICATION SYSTEMS IN THE CASE OF MISSING VALUES Journal of Artificial Intelligence and Soft Computing Research 11(2),pp.307-318 (Collaboration)
8.	2021/01	Article	HARDWARE IMPLEMENTATION OF A TAKAGI-SUGENO NEURO-FUZZY SYSTEM OPTIMIZED BY A POPULATION ALGORITHM Journal of Artificial Intelligence and Soft Computing Research 11(3),pp.243-266 (Collaboration)
9.	2020/09	Article	Does deep learning work well for non-image structured data? Electronics 9(9) (Single)
10.	2020/08	Article	One-dimensional convolutional neural networks with feature selection for highly concise rule extraction from credit scoring datasets with heterogeneous attributes Electronics 9(8),pp.1318 (Collaboration)
11.	2020/06	Article	Black Box Nature of Deep Learning for: Digital Pathology Beyond Quantitative to Qualitative Algorithmic Performances Lecture Notes on Artificial Intelligence (LNAI) 1290,pp.95-101 (Single)
12.	2020/06	Article	New unified insights on deep learning in radiological and pathological images: beyond quantitative performances to qualitative interpretation Informatics in Medicine Unlocked 19,pp.100329 (Single)
13.	2019/12	Article	Browser Fingerprint Coding Methods Increasing The Effectiveness of User Identification in The Web Traffic Journal of Artificial Intelligence and Soft Computing Research 10(4),pp.243-253 (Collaboration)
14.	2019/12	Article	Rough Support Vector Machine for Classification with Interval and Incomplete Data Journal of Artificial Intelligence and Soft Computing Research 10(1),pp.47-56 (Collaboration)
15.	2019/10	Article	Artificial intelligence-based rule extraction approach to derive the upper limit of hemoglobin during anemia treatment in patients with predialysis chronic kidney disease Informatics in Medicine Unlocked 17,pp.100262 (Collaboration)
16.	2019/10	Article	Rough Support Vector Machine for Classification with Interval and Incomplete Data Journal of Artificial Intelligence and Soft Computing Research 10(1),pp.47-56 (Collaboration)
17.	2019/09	Article	Detection of lower albuminuria levels and early development of diabetic kidney disease using an artificial intelligence-based rule extraction approach Diagnostics 9(4),pp.133 (Single)
18.	2019/09	Article	Toward to transparency of deep learning in radiological imaging: Beyond quantitative to qualitative AI Journal of Medical Artificial Intelligence 2,pp.19 (Single)
19.	2019/04	Article	The right direction to be needed to develop a white-box deep learning in radiology, pathology, and ophthalmology: A short review Frontiers in Robotics and AI 6 (Single)
20.	2018/12	Article	The non-invasive prediction prediction of non-alcoholic steatohepatitis (NASH) in Japanese patients with morbid obesity by artificial intelligence using rule extraction technology World Journal of Hepatology 10(12) (Collaboration)
21.	2018/10	Article	Use of deep belief network for high-level abstraction small data sets using artificial intelligence with rule extraction Neural Computation 30(10),pp.3309-3326 (Single)
22.	2018/09	Article	High accuracy-priority rule extraction for reconciling accuracy an interpretability in credit scoring New Generation Computing 36(4),pp.393-418 (Collaboration)
23.	2018/01	Article	A comparison study on rule extraction from neural network ensembles, Boosted shallow trees and SVMs Applied Computional Intelligence and Soft Computing (Collaboration)
24.	2018/01	Article	A Rule Extraction Study from SVM on Sentiment Analysis Big Data and Cognitive Computing 2(6) (Collaboration)
25.	2018/01	Article	Optimality and Convergence for Convex Ensemble Learning with Sparsity and Diversity based on Fixed Point Optimization Neurocomputing 273,pp.367-372 (Collaboration)
26.	2017/12	Article	Volumetric brain tumor detection from MRI using visual saliency PLOS ONE 12(11) (Collaboration)
27.	2017/08	Article	Synergy effects between the grafting and the subdivision in the Re-RX with J48graft for the diagnosis of thyroid disease Knowledge-Based Systems 131,pp.170-182 (Single)
28.	2017/04	Article	Characterization of Symbolic Rules Embedded in Deep DIMLP Networks: a Challenge to Transparency of Deep Learning Journal of Artificial Intelligence and Soft Computing Research 7(4),pp.265-286 (Collaboration)
29.	2016/12	Article	A Novel GBM Saliency Detection Model using Multi-channel MRI PLOS ONE 11(1) (Collaboration)
30.	2016/12	Article	Recursive-Rule Extraction Algorithm with J48graft and Applications to Generating Credit Scores Journal of Artificial Intelligence and Soft Computing Research 6(1),pp.35-44 (Collaboration)
31.	2016/12	Article	Rule Extraction Using Recursive-Rule Extraction Algorithm with J48graft with Sampling Selection Techniques for the Diagnosis of Type 2 Diabetes Mellitus in the Pima Indian Dataset Informatics in Medicine Unlocked 2,pp.92-104 (Collaboration)
32.	2016/12	Article	Use of the Recursive-Rule Extraction Algorithm with Continuous Attributes to improve Diagnostic Accuracy in Thyroid Disease, Informatics in Medicine Unlocked Informatics in Medicine Unlocked 1,pp.1-8 (Collaboration)
33.	2016/10	Article	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 Informatics in Medicine Unlocked 5,pp.26-38 (Collaboration)
34.	2016/10	Article	Use of a Recursive-Rule Extraction Algorithm with J48graft to Archive Highly Accurate and Concise Rule Extraction from a Large Breast Cancer Dataset Informatics in Medicine Unlocked 1,pp.9-16 (Collaboration)
35.	2016/08	Article	Application of Rule Extraction Algorithm Family Based on the Re-RX Algorithm to Financial Credit Risk Assessment from Pareto Optimal Perspective Operations Research Perspectives 3,pp.32-42 (Single)
36.	2016/06	Article	Neural Network Training and Rule Extraction with Augmented Discretized Input Neurocomputing 207,pp.610-622 (Collaboration)
37.	2016/04	Article	SPMoE: A Novel Subspace projected Mixture of Experts model for multi-target prediction problems Soft Computing 20,pp.2047-2065 (Collaboration)
38.	2015/09	Article	Using sample selection to improve accuracy and simplicity of rules extracted from neural networks International Journal of Computational Intelligence and Applications 14(4),pp.1550021-1-1550021-20 (Collaboration)
39.	2014/09	Article	Comparative Study of Performances on the Family of the Recursive-Rule Extraction Algorithm Proceedings of the 24nd International Conference on Artificial Neural Networks (ICANN 2014, accepted for oral presentation), Hamburg, Germany, Lecture Notes in Computer Science (LNCS) (Collaboration)
40.	2014/08	Article	Survey on the Family of the Recursive-Rule Extraction Algorithm Journal of Computer Science Technology Updates 1(1),pp.26-34 (Collaboration)
41.	2014/07	Article	MofN Rule Extraction from Neural Networks Trained with Augmented Discretized Input Proceedings of the IEEE 2014 International Joint Conference on Neural Networks (IJCNN 2014, accepted for oral presentation), Beijing, China (Collaboration)
42.	2014/06	Article	New Method for Dynamic Signature Verification Based on Global Features Proceedings of the 13th International Conference on Artificial Intelligence and Soft Computing (ICAISC 2014, accepted), Zakopane, Poland, Lecture Notes in Artificial Intelligence (LNAI) (Collaboration)
43.	2013/12	Article	Neural Network Rule Extraction by A New Ensemble Concept and Its Theoretical and Historical Background: A Review International Journal of Computational Intelligence and Applications 12(4),pp.1340006-1-1340006-22 (Single)
44.	2013/08	Article	A New Approach to Three Ensemble Neural Network Rule Extraction Using Recursive-Rule eXtraction algorithm Proceedings of the IEEE International Joint Conference on Neural Networks (IJCNN 2013), Dallas, TX pp.835-841 (Collaboration)
45.	2013/07	Article	Credit scoring using neural networks trained with augmented discretized inputs Proceedings of the 12th International Decision Sciences Institute Conference, Bali, Indonesia pp.1412-1426 (Collaboration)
46.	2013/07	Article	Using neural network for visualizing poverty Proceedings of the 12th International Decision Sciences Institute Conference, Bali, Indonesia pp.1005-1023 (Collaboration)
47.	2013/06	Article	Neural Data Analysis: Ensemble Neural Network Rule Extraction and Its Theoretical Backgrounds (Keynote Speech and Invited Paper) 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),pp.1-19 (Single)
48.	2012/09	Article	A New Neural Data Analysis Approach Using Ensemble Neural Network Rule Extraction Proceedings of the 22nd International Conference on Artificial Neural Networks (ICANN), Luasanne, Swterland, Lecture Notes in Computer Science Vol. 7552, Part 1 Vol. 1,pp.515-522 (Collaboration)
49.	2012/06	Article	Ensemble neural network rule extraction using Re-RX algorithm Proceedings of the IEEE International Joint Conference on Neural Networks (IJCNN), Brisbane, Australia pp.604-609 (Collaboration)
50.	2012/04	Article	On the Strong Convergence of the Orthogonal Series-Type Kernel Regression Neural Networks in a Non-stationary Environment Proceedong of the 11th International Conference Artificial Intelligence and Soft Computing (LNAI) Part I 7267,pp.47-54 (Collaboration)
51.	2012/04	Article	Storong Convergence of the Recursive Parzen-Type Probabilistic Neural Network Handling Nonstationary Noise Proceedings of the 11th Artificial Intelligence and Soft Computing, Lecture Notes in Arttificial Intelligence (LNAI), 7267,pp.160-168 (Collaboration)
52.	2011/11	Article	Maximizing the area under ROC using pruned neural networks and its application to analyzing market survey data. Proceedings of the 42nd Annual Meeting of the Decision Sciences Institute pp.2161-2166 (Collaboration)
53.	2011/01	Article	Genetic Networks and Soft Computing IEEE/ACM Transactions on Computational Biology and Bioinformatics 8(1),pp.94-107 (Collaboration)
54.	2010/08	Article	Understanding consumer heterogeneity: A business intelligence application of neural networks Knowledge-Based Systems 23(8),pp.856-863 (Collaboration)
55.	2009/07	Article	Predicting consumer preference for fast-food franchise: A data mining approach Journal of the Operational Research Society 60(9),pp.1221-1229 (Collaboration)
56.	2009/06	Article	Predicting eating-out frequency of Taiwanese consumers: A business intelligence application of neural networks Proceedings of the 10th International Conference Decision Science Institute, Nancy, France pp.651-670 (Collaboration)
57.	2008/12	Article	Signal Peptide Sequence Analysis and Cleavage Site Prediction GIW 2008 (CD-ROM Proceedings) (Collaboration)
58.	2008/09	Article	Greedy rule generation from discrete data and its use in neural network rule extraction Elsevier, Neural Networks 21(7),pp.1020-1028 (Collaboration)
59.	2007/09	Article	Knowledge-based generation of diagnostic hypotheses and therapy recommendations for toxoplasma infection in pregnancy MEDICAL INFORMATICS and THE INTERNET IN MEDICINE 32(3),pp.119-214 (Collaboration)
60.	2007/06	Article	Web-Based Decision Support in Selecting Patients with Parkinson's Disease for Deep Brain Stimulation Proceedings of the 20th IEEE International Symposium on Computer-Based Medical Systems (CBMS 2007), 20-22 June, 2007, Maribor, Slovenia pp.79-84 (Collaboration)
61.	2006/09	Article	Bioinformatics With Soft Computing IEEE Transactions on Systems, Man and Cybernetics - Part C: Applications and Reviews 36(5),pp.616-635 (Collaboration)
62.	2006/09	Article	Fuzzy Markov Chains International Fuzzy Mathematics Institute, Journal of Fuzzy Mathematics 14,pp.723-737 (Collaboration)
63.	2006/07	Article	Greedy rule generation from discrete data and its use in neural network rule extraction Proceedings of IEEE International Joint Conference on Neural Networks pp.3499-3505 (Collaboration)
64.	2006	Article	Medical Intelligence Service Provider Based on Interconnected, Cooperating Medical Decision Support Improving Public Health through the Internet. In Eysenbach, G. (Ed.) Book of the 11th World Congress on Internet in Medicine (MedNet 2006), JMIR Publications, Toronto, 15. (Collaboration)
65.	2005/12	Article	Fuzzy Eigenvalues International Fuzzy Mathematics Institute, Journal of Fuzzy Mathematics 13(4),pp.757-773 (Collaboration)
66.	2005/11	Article	EmbeddedKnowledge-Based Diagnostic Intelligence to Interpret Hepatitis Serology Test Results Proceedings of the International Conference on Ibtelligent Agents, Web Technologies and Inyernet Commerce (IAWTIC'2005) 2,pp.1080-1085 (Collaboration)
67.	2005/11	Article	ICU-Based Monitoring of Nosocomial Infections Proceedings of the International Conference on Computational Intelligence for Modelling, Control and Automation (CIMCA'2005) 1,pp.1054-1059 (Collaboration)
68.	2005	Article	ICU-Based Monitoring of Nosocomial Infections Mohammadian, M. (Ed.) Proceedings of the International Conference on Intelligent Agents, Web Technologies & Internet Commerce (IAWTIC 2005), University of Canberra, Canberra, Australia, 139. (Collaboration)
69.	2004/01	Article	Knowledge Acquisition in the Fuzzy Knowledge Representation Framework of a Medical Consultation System Elsevier Artificial Intelligence in Medicine 30(1),pp.1-26 (Collaboration)
70.	2003/09	Article	On Designing of Neuro-Fuzzy Systems Lecture Notes in Computer Science (Proceedings of International Conference on Parallel Processing and Applied Mathematics) 3019,pp.641-649 (Collaboration)
71.	2003/04	Article	Fuzzy inference neural networks with fuzzy parameters TASK QUARTERLY 7(1),pp.7-22 (Collaboration)
72.	2003/03	Article	Solving fuzzy problems in operations research:inventory control Springer Soft Computing Vol.7,pp.121-129 (Collaboration)
73.	2002/12	Article	Linear systems of first order ordinary differential equations:fuzzy initial conditions Springer Soft Computing Vol.6,pp.415-421 (Collaboration)
74.	2002/11	Article	Fuzzy Difference Equations:The Initial Value Problem Journal of Advanced Computational Intelligence Vol.5,pp.315-325 (Collaboration)
75.	2002/10	Article	Intelligent Consultant Journal of Advanced Computational Intelligence Vol.5,pp.119-124 (Collaboration)
76.	2002/10	Article	Parallel Processing by Implication based Neuro-Fuzzy Systems SpringerLecture Notes in Computer Science Vol.2328,pp.599-607 (Collaboration)
77.	2002/07	Article	Combining neural network predictions for medical diagnosis Elsevier Computers in Biology and Medicine Vol.32,pp.237-246 (Collaboration)
78.	2002/04	Article	Solving fuzzy equations using evolutionary algorithms and neural nets SpringerSoft Computing Vol.6 No.2,pp.116-123 (Collaboration)
79.	2001/10	Article	Fuzzy Queueing Theory Revisited World ScientificInter. Journal of Unceratainty, Fuzziness and Knowledge-Based Systems Vol.9 No.5,pp.527-537 (Collaboration)
80.	2001/10	Article	Multi-objective Fully Fuzzified Linear Programming World ScientificInter. Journal of Uncertainty, Fuzziness and Knowledge-Based Systems Vol.9 No.5,pp.605-621 (Collaboration)
81.	2001/08	Article	Learning M-of N Concepts for Medical Diagnosis Using Neural Networks Fuji Technology Press Ltd.Journal of Advanced Computational Intelligence Vol.4,No.4,pp.294-301 (Collaboration)
82.	2001/07	Article	Fuzzy Markov Chains IEEEProc. IFSA/NAFIPS 2001 pp.2708-2711 (Collaboration)
83.	2001/07	Article	Solving Fuzzy Problems in Operations Research : Inventry Control IEEEProc. IFSA/NAFIPS 2001 pp.2704-2707 (Collaboration)
84.	2001/02	Article	Fuzzy Hierarchical Analysis Revisited ElsevierEuropean Journal of Operational Research, Vol.129 №1,pp.48-64 (Collaboration)
85.	2000/12	Article	Computational intelligence methods and data understanding, In: Quo Vadis computational Intelligence? Springer-VerlagNew trends and approaches in computational intelligence, Vol.54,pp.256-270 (Collaboration)
86.	2000/11	Article	Eliminators and Classifiers APNNAProceedings of 7th International Conference on Neural Information Processing (ICONIP'2000), pp.1029-1034 (Collaboration)
87.	2000/08	Article	A comparison between two neural network rule extraction techniques for the diagnosis of hepatobiliary disorders Artificial Intelligence in Medicine, Vol.20 №3,pp.205-216 (Collaboration)
88.	2000/05	Article	Fuzzy Integral Equation IEEEProceedings of the 9th International Conference on Fuzzy Systems(FUZZ-IEEE'2000), Vol.1,pp.319-323 (Single)
89.	2000/05	Article	Neuro-Fuzzy Rule Generation: Survey in Soft Computing Framework IEEE Trans.on Neural Networks, 11(3),pp.748-768 (Collaboration)
90.	2000/05	Article	Solving Fuzzy Problems in Operation Research: Inventory Control IEEEProceedings of the 9th IEEE international Conference on Fuzzy Systems (FUZZ-IEEE'2000), Vol.1,pp.352-357 (Collaboration)
91.	2000/04	Article	Fuzzy and Crisp logical rule extraction method in application to medical data Springer-verlagFuzzy systems in Medicine, Studies in Fuzziness and Soft Computing, Vol.41,pp.593-616 (Collaboration)
92.	2000	Book	Solving Fuzzy Problems in Operation Research : Inventory Control Proceedings of the 9th IEEE International Conference on Fuzzy Systems(FUZZ-IEEE'2000) 1,pp.352-357 (Collaboration)
93.	2000	Article	Computational intelligence methods and data understanding In : Quo Vadis computational Intelligence? New trends and approaches inc Soft Computing, Springer Verlag 54,pp.256-270
94.	2000	Article	Fuzzy and Crisp Logical rule extraction methods in application to medical date (共) Springer Verlag Fuzzy Systems in Medicine 41,pp.593-616
95.	1999/08	Article	A Classifier Based on Neuro-Fuzzy Inference System Fuji Technology Press Ltd.Journal of Advanced Computational Intelligence Vol.3,No. 4,pp.282-288 (Collaboration)
96.	1999/08	Article	A Classifier Based on Neuro-Fuzzy Inference System Fuji Technology Press Ltd.Journal of Advanced Computational Intelligence Vol.3 No.4,pp.282-288 (Collaboration)
97.	1999/08	Article	Diagnosis of hepatobiliary disorders using rules extracted from artificial neural networks IEEEProc. of the 8th IEEE Internatinal Conference on Fuzzy Systems Vol.1,pp.344-348 (Collaboration)
98.	1999/08	Article	Editorial for Special Issue: Professor Ernest Czogala Memorial Issue Part 2 Journal of Advanced Computational Intelligence 3(4),pp.213-214 (Single)
99.	1999/08	Article	Evolutionary Algorithm Solution to Multivariate Non-Linear Fuzzy Regression IEEEProc. of IFSA'99 Vol.1,pp.440-443 (Collaboration)
100.	1999/08	Article	Evolutionary Algorithm Solution to Multivariate Non-Linear Fuzzy Regression IEEEProc. of IFSA'99 Vol.1,pp.440-443 (Collaboration)
101.	1999/08	Article	Fuzzy Difference Equations:The Initial Value Problem IFSAProc. of IFSA'99 Vol.2,pp.1037-1041 (Collaboration)
102.	1999/08	Article	Fuzzy Hierachical Analysis IEEEProc. of the 8th IEEE Internatinal Conference on Fuzzy Systems Vol.2,pp.1009-1013 (Collaboration)
103.	1999/08	Article	Fuzzy Hierarchical Analysis Revisited IFSAProc. of IFSA'99 Vol.1,pp.1-5 (Collaboration)
104.	1999/08	Article	Fuzzy Initial Value problem for N-th Order Linear Differential Equations IFSAProc. of IFSA'99 Vol.1,pp.471-475 (Collaboration)
105.	1999/08	Article	Multivariate Non-Linear Fuzzy Regression IEEEProc. of the 8th IEEE Internatinal Conference on Fuzzy Systems Vol.2,pp.714-718 (Collaboration)
106.	1999/08	Article	Overfitting: A Fuzzy Neural Net Solution IEEEProc. of the 8th IEEE Internatinal Conference on Fuzzy Systems Vol.1,pp.61-65 (Collaboration)
107.	1999/07	Article	Fuzzy Neural Nets Can Solve the Overfitting Problem IEEEProc. Of International Joint Conference on Neural Networks(IJCNN'99) Vol.6,pp.4197-4201 (Collaboration)
108.	1999/07	Article	Fuzzy Neural Nets Can Solve the Overfitting Problem IEEEProc. Of International Joint Conference on Neural Networks(IJCNN'99) Vol.6,pp.4197-4201 (Collaboration)
109.	1999/07	Article	Neural Nets, Fuzzy and Crisp, in the Design of an Artificial Agent IEEEProc. Of Int. Joint Conference on Neural Networks(IJCNN'99) Vol.4,pp.2414-2418 (Collaboration)
110.	1999/07	Article	Neural Nets, Fuzzy and Crisp, in the Design of an Artificial Agent IEEEProc. Of Int. Joint Conference on Neural Networks(IJCNN'99) Vol.4,pp.2414-2418 (Collaboration)
111.	1999/06	Article	Editorial for Special Issue: Professor Ernest Czogala Memorial Issue Part 1 Journal of Advanced Computational Intelligence 3(3),pp.149-150 (Single)
112.	1999/06	Article	Fuzzy Geometry Database Fuji Technology Press Ltd.Journal of Advanced Computational Intelligence Vol.3No.3,pp.164-170 (Collaboration)
113.	1999/06	Article	Neuro-Fuzzy systems Approaches Fuji Technology Press Ltd.Journal of Advanced Computational Intelligence Vol.3No.3,pp.177-185 (Collaboration)
114.	1999/06	Article	Solving Fuzzy Problems in Operations Reseach Fuji Technology Press Ltd.Journal of Advanced Computational Intelligence Vol.3No.3,pp.171-176 (Collaboration)
115.	1999/04	Article	Multivariate Non-Liner Fuzzy Regression : An Evolutionary Algorithm Approach World ScientificInternational Journal of Uncertainty,Fuzziness and Knowledge-Based Systems Vol.7No.2,pp.83-98 (Collaboration)
116.	1999/04	Article	On the Equivalence of Neural Nets and Fuzzy Expert Systems Fuzzy Sets and Systems Vol.100,pp.145-150 (Collaboration)
117.	1999/02	Article	Can Neural Nets be Universal Approximators for Fuzzy Functions? Fuzzy Sets and Systems Vol.101 №3,pp.514(323-330) (Collaboration)
118.	1999	Book	Fuzzy Intial Value Problem for N-th Order Linear Differential Equations IFSA Proc. of IFSA'99 1,pp.471-475 (Collaboration)
119.	1999	Article	Artificial Agent (共) IEEE proc. of the 8th IEEE International Conference on Fuzzy Systems 3,pp.1460-1464
120.	1999	Article	Diagnosis of hepatobiliary disorders using rules extracted from artificial neural networks (共) IEEE Proc. of the 8th IEEE international Conference on Fuzzy Systems, Seoul, Korea 1,pp.344-348 (Collaboration)
121.	1999	Article	Fuzzy Difference Equations : The Initial Value Problem IFSA Proc. of IFSA'99 2,pp.1037-1041 (Collaboration)
122.	1999	Article	Fuzzy Geometry Database Journal of Advanced Computational Intelligence 3(3),pp.164-170 (Collaboration)
123.	1999	Article	Fuzzy Hierachical Analysis IEEE Proc. of the 8th IEEE International Conference on Fuzzy System 2,pp.1009-1013 (Collaboration)
124.	1999	Article	Fuzzy Hierarchical Analysis Revisited IFSA Proc. of IFSA'99 1,pp.1-5 (Collaboration)
125.	1999	Article	Multivariate Non-Linear Fuzzy Regression IEEE Proc. of the 8th IEEE International Conference on Fuzzy Systems 2,pp.714-718 (Collaboration)
126.	1999	Article	Multivariate Non-Liner Fuzzy Regression : An Evolutionary Algorithm Approach International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems 7(2),pp.83-98 (Collaboration)
127.	1999	Article	Neural Net Solution to Fuzzy Linear Programming Fuzzy Sets and Systems 106(2),pp.99-111 (Collaboration)
128.	1999	Article	Neuro-Fuzzy systems Approaches Journal of Advanced Computational Intelligence 3(3),pp.177-185 (Collaboration)
129.	1999	Article	On the Equivalence of Neural Nets and Fuzzy Expert Systems Fuzzy Sets and Systems 100-Sup.,pp.145-150 (Collaboration)
130.	1999	Article	Overfitting : A Fuzzy Neural Net Solution IEEE Proc. of the 8th IEEE International Conference on Fuzzy System 1,pp.61-65 (Collaboration)
131.	1999	Article	Solving Fuzzy Problems in Operations Research Fuji Technology Press Ltd. Journal of Advanced Computational Intelligence 3(3),pp.171-176 (Collaboration)
132.	1998/10	Article	A Proposal for Fuzzy Rule Generalization to Design Classifiers World ScientificProc.of International Conference on Soft Computing and Information/Intelligent Systems(IIZUKA'98) Vol.2,pp.1022(971-974) (Collaboration)
133.	1998/10	Article	Application of Fuzzy Chaos to Fuzzy Simulation Fuzzy Sets and Systems Vol.99 №2,pp.239(151-157) (Collaboration)
134.	1998/10	Article	SUM-PI network:A new multilayer feed forward neural network IOS PressProc.of Fifth International Conference on Neural Information Processing(ICONIP'98) Vol.2,pp.1673(687-690) (Collaboration)
135.	1998/07	Article	Automated Extraction of Fuzzy IF-Then Rules and its Application to Medical Diagnosis EDKProc.of the seventh Int. Conf. On Information Processing Management of Uncertainty in knowledge-Based Systems(IPMU'98) Vol.2,pp.1925 (1907-1908) (Collaboration)
136.	1998/05	Article	A Gradient Decent Learning Algorithm for Fuzzy Neural Networks IEEEProc.of 1998 IEEE Int. Conf. On Fuzzu Systems(FUZZ-IEEE'98) Vol.2,pp.1689(1136-1141) (Collaboration)
137.	1998/05	Article	Fully Fuzzified Linear Programming:An Evolutionary Algorithm IEEEProc.of 1998 IEEE Int. Conf. On Fuzzu Systems(FUZZ-IEEE'98) Vol.1,pp.1689(611-616) (Collaboration)
138.	1998/05	Article	Fuzzy regression:An Evolutionary Algorithm Approach IEEEProc.of 1998 IEEE Int. Conf. On Fuzzu Systems(FUZZ-IEEE'98) Vol.1,pp.1689(704-708) (Collaboration)
139.	1998/04	Article	Adjusting Fuzzy Weights in Fuzzy Newral Nets IEEEProc.of the second International Cnference on Knowledge - based Intelligent Electronic Systems(KES'98) Vol.2,pp.1464(402-406) (Collaboration)
140.	1998/04	Article	Verbal Controlling IEEEProc.of the second International Cnference on Knowledge - based Intelligent Electronic Systems(KES'98) Vol.2,pp.1464(407-414) (Collaboration)
141.	1998/02	Book	"Neural Net Solutions to Systems of Linear Equations, Uncertainty Analysis in Engineering and the Sciences" pp.213-232 (Collaboration)
142.	1997/07	Article	Can Neural Nets be Universal Approximators for Fuzzy Functions? Proc. of 6th IEEE Int. Conf. on Fuzzy Systems Vol.2 pp.1101-1104 (Collaboration)
143.	1997/06	Book	Neural Nets Can be Universal Approximators for Fuzzy Functions Proc. of 1997 IEEE Int. Conf. on Neural Networks pp.2347-2350 (Collaboration)
144.	1997/06	Article	A new Fuzzy Intersections and Union Proc. of 7th IFSA World Congress, Vol.1 pp.49-54 (Collaboration)
145.	1997/06	Article	Fuzzy Differential Equations : A New Solution Proc. of 7th IFSA World Congress, Vol.2 pp.27-30 (Collaboration)
146.	1997/06	Article	Neural Net Approximations to Solutions of Systems of Fuzzy Linear Equations Proc. of 1997 IEEE Int. Conf. on Neural Networks pp.2355-2358 (Collaboration)
147.	1997/03	Article	Diagnosing Hepatobiliary Disorders Using a Fuzzy System Proc. of Joint Conference Information Sciences Vol.1,pp.222-223 (Collaboration)
148.	1997	Article	Solving Fuzzy Equations Using Neural Nets ElsevierFuzzy Sets and Systems Vol.86 No.3,pp.271-278 (Collaboration)
149.	1996/09	Article	Neural Net Solution to Fuzzy Linear Programming IEEEProc, of Fifth IEEE Int. Conf. On Fuzzy Systems(FUZZ-IEEE'96) pp.1563-1566 (Collaboration)
150.	1996	Article	Medical Intelligence Service Provider Based on Interconnected, Cooperating Medical Decision Support Systems. 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 pp.15 (Collaboration)
151.	1995/11	Article	Implementation of Fuzzy Max-Min Neural Controller IEEEProc. of 1995 IEEE Int. Conf. on Neural Networks(ICNN'95) Vol.6,pp.3113-3117 (Collaboration)
152.	1995/09	Article	Solving Fuzzy Equations Using Neural Nets IEEEProc. of the Third Int. Symposium on Uncertainty Modeling and Analysis and Annual Conf. of the North American Fuzzy Information Society(ISUMA-NAFIPS'95) pp.302-304 (Collaboration)
153.	1995/05	Article	Neural Nets for Fuzzy Systems ElsevierFuzzy Sets and Systems Vol.71 No.3,pp.265-276 (Collaboration)
154.	1995	Article	Checking Completeness and Consistency in Natural Network Knowledge Base Ablex pub.Journal of Artificial Neural Networks Vol.2 No.1&2,pp.107-118 (Collaboration)
155.	1994/10	Article	Development of Water Chemistry Diagnostic System for BWRs Using Fuzzy Reasoning Atomic Energy Society of Japan, Journal of Nuclear Science and Technology Vol.31 No.10,pp.1023-1037 (Collaboration)
156.	1994/09	Article	Addictive Hybrid Networks for Fuzzy Logic ElsevierFuzzy Sets and Systems Vol.66 No.3,pp.307-313 (Collaboration)
157.	1994/07	Article	Can Approximate Reasoning be Consistent ? ElsevierFuzzy Sets and Systems Vol.65 No.1,pp.13-18 (Collaboration)
158.	1994/06	Article	Genetic Learning Algorithms for Fuzzy Neural Nets IEEEProc. of the Third IEEE Inter. Conf. on Fuzzy Systems(FUZZ-IEEE'94) Vol.111,pp.1969-1974 (Collaboration)
159.	1994/05	Book	Foundation of Integration of Neuro Fuzzy pp.205-239 (Collaboration)
160.	1994/05	Book	Fuzzy Reasoning pp.260-269 (Collaboration)
161.	1994/01	Article	Can Fuzzy Neural Nets Approximate Continuous Fuzzy Funcrions ? ElsevierFuzzy Sets and Systems Vol.61 No.1,pp.43-51 (Collaboration)
162.	1994/01	Article	Fuzzy Genitic Algorithm and Applications ElsevierFuzzy Sets and Systems Vol.61 No.2,pp.129-136 (Collaboration)
163.	1994	Article	Approximations Between Fuzzy Expert Systems and Neural Networks International Journal of Approximate Reasoning Vol.10 No.1,pp.63-73 (Collaboration)
164.	1994	Article	Fuzzy Neural Networks : A Survey ElesvierFuzzy Sets and Systems Vol.66 No.1,pp.1-13 (Collaboration)
165.	1994	Article	Neural Expert System Using Fuzzy Teaching Input and Its Application to Medical Diagnosis ElsevierINFORMATION SCIENES:Applications Vol.1 No.1,pp.47-58 (Single)
166.	1993/12	Article	Hybrid Neural Nets Can be Fuzzy Controllers and Fuzzy Expert Systems ElsevierFuzzy Sets and Systems Vol.60 No.2,pp.135-142 (Collaboration)
167.	1993/11	Article	Direct Fuzzification of Neural Networks Proc. of the First Asian Fuzzy Systems Symposium pp.560-567 (Collaboration)
168.	1993/11	Article	Numerical Relationships Between Neural Networks, Continuous Functions, and Fuzzy Sets and Systems ElsevierFuzzy Sets and Systems Vol.60 No.1,pp.1-8 (Collaboration)
169.	1993/10	Article	Are Regular Fuzzy Neural Nets Universal Approximators ? IEEEProc. of Inter. Joint Conf. on Neural Networks(IJCNN'93) Vol.1,pp.721-724 (Collaboration)
170.	1993/10	Article	Fuzzy Genetic Algorithms for Optimization IEEEProc. of Inter. Joint Conf. on Neural Networks(IJCNN'93) Vol.1,pp.725-728 (Collaboration)
171.	1993/09	Article	Fuzzy Input-Output Controllers are Universal Approximators ElsevierFuzzy Sets and Systems Vol.58 No.3,pp.273-278 (Collaboration)
172.	1993/07	Article	Fuzzy Controller and Fuzzy Expert Systems as Hybrid Neural Nets IFSAProc. of the fifth IFSA'93 World Congress Vol.1,pp.70-72 (Collaboration)
173.	1993/07	Article	Fuzzy I/O Controller as Universal Approximators INNSProc. of World Congress on Neural Networks(WCNN'93) Vol.1,pp.92-96 (Collaboration)
174.	1993/07	Article	Fuzzy Neural Controller with Additive Hybrid Operators Proc. of the fifth IFSA'93 World Congress Vol.11,pp.1118-1120 (Collaboration)
175.	1993/04	Article	Comparison of Network-Based Inference Mechanisms for Fuzzy Logic IEEEProc. Of the Second Inter. Symposium on Uncertainty Modeling & Analysis(ISUMA'93) pp.334-348 (Collaboration)
176.	1993/03	Article	Fuzzy Simulation Based on Fuzzy Chaos IEEEProc. of the Second Inter. Conf. on Fuzzy Systems(FUZZ-IEEE'93) pp.1039-1043 (Collaboration)
177.	1993/03	Article	Interpretation of Nodes in Networks for Fuzzy Logic IEEEProc. of the Second Inter. Conf. on Fuzzy Systems(FUZZ-IEEE'93) pp.1203-1207 (Collaboration)
178.	1993	Article	Fuzzy Neural Network with Fuzzy Signals and Weights John Wiley & Sons,InInter.J.of Intelligent Systems vol.8,pp.527-537 (Collaboration)
179.	1993	Article	On the Equivalence of Neural Nets and Fuzzy Expert Systems North-HollandFuzzy Sets and Systems vol.53 No.2,pp.129-134 (Collaboration)
180.	1992/11	Article	Hybrid Expert System with Fuzzy If-Then Rule Generation IEEEProc. of Inter. Joint Cont. on Neural Networks(IJCNN'92) Vol.111,pp.501-506 (Collaboration)
181.	1992/11	Article	Hybrid Systems Approches with Ascertsinment Learning in Neural Networks Springer-VerlagProc. of Inter. Simulation Technology Conf. (SimTec'92) pp.447-454 (Collaboration)
182.	1992/11	Article	Validation of Neural Network Knowledge Base IEEEProc. of Inter. Joint Conf. on Neural Networks(IJCNN'92) VI. 111,pp.495-500 (Collaboration)
183.	1992/07	Article	Approximation between Fuzzy Expert Systems and Neural Networks FLSIProc. of 2nd Interl. Conf. On Fuzzy Logic and Neural Networks(IIZUKA'92) pp.135-139 (Collaboration)
184.	1992/07	Article	Direct Fuzzification of Neural Networks and Fuzzifdied Delta Rule FLSIProc. of 2nd Inter. Conf. On Fuzzy Logic and Neural Networks(IIUZKA'92) pp.73-76 (Collaboration)
185.	1992/07	Article	Neural Expect Systems Using Fuzzy Teaching Input and Its Application to Medical Diagnosis FLSIProc. of 2nd Inter. Conf. On Fuzzy Logic and Neural Networks(IIZUKA'92) pp.989-993 (Collaboration)
186.	1992/06	Article	Fuzzy Expert Systems Versus Neural Networks IEEEProc. Of Inter. Joint Conf. On Neural Networks(IJCNN'92) Vol.11,pp.720-726 (Collaboration)
187.	1992/06	Article	Fuzzy Neural Network with Fuzzy Signals and Weights IEEEProc. of Inter. Joint. Conf. on Neural Networks(IJCNN'92) Vol.11,pp.696-701 (Collaboration)
188.	1992/06	Article	On the Equivalence of Neural Networks and Fuzzy Expert Systems IEEEProc. of Inter. Joint Conf. on Neural Networks(IJCNN'92) Vol.11,pp.691-695 (Collaboration)
189.	1992/06	Article	Systems Engineering Applications of Fuzzy Neural Networks IEEEProc. of Inter. Joint Conf. on Neural Networks(IJCNN'92) Vol.11,pp.413-418 (Collaboration)
190.	1992/03	Article	A Neural Expert System Using Fuzzy Teaching Input IEEEProc. Of IEEE Inter. Conf. On Fuzzy Systems(FUZZ-IEEE'92) pp.485-491 (Single)
191.	1992/03	Article	Fuzzy Neural Controller IEEEProc. Of IEEE Inter. Conf. On Fuzzy Systems(FUZZ-IEEE'92) pp.197-202 (Collaboration)
192.	1992	Book	"Fuzzy Neural Expert System with Automated Extraction of Fuzzy If- Then Rules from a Trained Neural Network, Analysis and Management of Uncertainty:Theory and Applicattions no." pp.171-181 (Single)
193.	1992	Article	A Structual Analysis of Database Management System Technology with some Japanese Experience North-HollandInformation & Management vol.22 No.6,pp.347-362 (Collaboration)
194.	1992	Article	Systems Engineering Applications of Fuzzy Neural Networks Springer-VerlagJ.of Systyems Engineering vo.2,pp.232-236 (Collaboration)
195.	1991/11	Article	An Architecture for Hybrid Expert Systems IEEEProc. Of the Inter. Joint Conf. On Neural Networks(IJCNN'91-Singapore) pp.2773-2778 (Collaboration)
196.	1991/11	Article	Water Quality Diagnosis System for Evaluation of Reactor Water Impurities Tras. of American Nuclear Society pp.447-449 (Collaboration)
197.	1991/07	Article	A Neural Expert System with Confidence Measurements, in Uncertainty in Knowledge Bases Springer-VerlagLecture Notes in Computer Science pp.562-567 (Collaboration)
198.	1991/02	Article	Neural and Conventional Expert Systems ; Competitive and Cooperative Schemes Proc. of Second Workshop on Neural Networks(WNNAIND'91) pp.649-656 (Collaboration)
199.	1991	Article	A Neural Expert System with Automated Extraction of Fuzzy If-Then Rules and Its Application to Medical Diagnosis Morgan KufmannAdvances in Neural Information Processing Systems vol.3,pp.578-584 (Collaboration)
200.	1991	Article	Fuzzy Neural Expert System and Its Application to Medical Diagnosis NJIT Press Proc.of 8th Int. Congress of Cybernetics and Systems Vol.I,pp.54-61 (Collaboration)
201.	1991	Article	Handling Uncertainty and Ambiguity in Conventional and Neural Expert Systems Fuzzy Engineering toward Human Friendly Systems Vol.1,pp.598-608
202.	1990/12	Article	Fuzzy Neural expert System with Automated Extraction of Fuzzy If-Then Rules from a Trained Neural Network IEEEProc. Of the First Inter. Symposium on Uncertainty Modeling and Analysis(IZUMA'90) pp.489-494 (Collaboration)
203.	1990/12	Article	Novel and High-Speed Algorithm for Solving the Inverse Problem of Fuzzy Correspondence IEEEProc. Of the First Inter. Symposium on Uncertainty Modeling and Analysis(IZUMA'90) pp.308-311 (Collaboration)
204.	1990/08	Article	Fuzzy Neural export System for Dignosing Hepatobiliary Disorders FLSIProc. Of the Inter. Conf. On Fuzzy Logic & Neural Networks(IIZUKA'90) pp.539-543 (Collaboration)
205.	1990/07	Article	A Neural Expert System with Confidence Measurements Proc. of 3rd Inter, Conf. on Information Processing and management of Uncertainty in Knowledge-Based Systems(IPMU'90) pp.3-5 (Collaboration)
206.	1990/07	Article	Multi-layer Versus Single-Layer Neural Network and an Application to Reading Hand-Stamped Characters Proc. Of the Inter. Neural NetworkConf.(INN'90) pp.781-784 (Collaboration)
207.	1990/06	Article	Fuzzy Neural Expert System and Its Application to Medical Dignosis NJIT PressProc. of 8th Int. Congress of Cybernetics and Systems Vol.1,pp.54-61 (Collaboration)
208.	1990	Article	A Multiprocessing Model of Natural Language Processing Walter de Gruyter & CoTheoretical Linguistics vol.16 No.1,pp.11-23 (Collaboration)
209.	1990	Article	Automated Extraction of Fuzzy IF-THEN Rules Using Neural Networks T.IEE Japan pp.198-206 (Collaboration)
210.	1990	Article	Fuzzy Neural expert System for Diagnosing Hepatobiliary Disorders FLSI Proc. Of the Inter. Conf. On Fuzzy Logic & Neural Networks(IIZUKA'90) pp.539-543 (Collaboration)
211.	1990	Article	Recognition Capability of Alphanumeric Characters by Distributed Method T.IEE Japan pp.156-165 (Collaboration)
212.	1989/09	Article	Reasoning Methods Using Fuzzy Production Rule with Linguistic Relative Importance in an Antecedent IEET, IEE Japan pp.661-668 (Collaboration)
213.	1989/05	Article	A Parallel Algorithm for Multi-Dimensional Fuzzy Reasoning IEET. IEE Japan pp.342-352 (Collaboration)
214.	1989	Article	A Combination of Strategies for Parsing Grammatical Agreement in Hindi World Scientific Pub.International Journal of Pattern Recognition and Artificial Intelligence vol.3No.2,pp.261-273 (Collaboration)
215.	1989	Article	A Connectionist Expert System for Diagnosing Hepatobiliary Disorders North-HollandMEDINFO89 vol.1,pp.116-120 (Collaboration)
216.	1989	Article	Alphanumeric Character Recognition Using A Connectionist Model with The Pocket Algorithm Learned Information Ltd.Inter.J.of Neural Networks Research & Applications vol.1No.3,pp.175-186 (Collaboration)
217.	1989	Article	An Efficient Algorithm for Multi-Dimesional Fuzzy Reasoning and Its Application to Fault Diagnosis T.IEE Japan pp.653-660 (Collaboration)
218.	1989	Article	Medical Database System with Fuzzy Reasoning North-HollandMEDINFO89 vol.1,pp.165-169 (Collaboration)
219.	1988/08	Article	Medical Diagnosis Using Simplified Muti-dimensional Fuzzy Reasoning IEEEProf, Of IEEE 1988 Inter, Conf, On Systems, Men and Cybernetics pp.58-62 (Collaboration)
220.	1988/05	Article	Effecient Method for Multi-dimensional Fuzzy Reasoning and Its Application to Fault Diagnosis IEEEProf. Of Inter, Workshop on Artificial Intelligence for Industrial Applications pp.27-32 (Collaboration)
221.	1988/02	Article	A Flexible Interactive Control Structure for Rule-Based Systems ACMProc. Of 1988 ACM Computer Science Conference pp.447-453 (Collaboration)
222.	1988/02	Article	A Parallel Algorithm for Multi-dimensional Fuzzy-Reasoning--Toward A Parallel Fuzzy Production System ACMProc.of 1988 ACM Computer Science Conference pp.731-733 (Collaboration)
223.	1986/10	Article	Development of Automated Health Testing and Services System via Fuzzy Reasoning IEEEProc. Of the 1986 IEEE Inter. Conf. On Systems, Man and Cybernetics pp.342-345 (Collaboration)
224.	1985/10	Article	Operational Technology Problems on Practical Database Systems in Japan and Their Structual Analysis IEEEProProc. Of IEEE 9th Inter. Computer Software & Application Conference(COMPSAC85) pp.360-367 (Single)
225.	1984/07	Article	Lexicographically Optimal Dynamic Flow Problems and Its Application to Models for Building Evacuation SICET. SICE pp.606-613 (Collaboration)
226.	1983/03	Article	A Decentralized Multicommodity Network Flow Problem with Desired Distribution of Departures and Arrivals IEEThe Ttans. of the Institute of Electrical Engineers of Japan(T. IEE Japan) pp.60-66 (Collaboration)
227.	1983/02	Article	A Dynamic Flow Probrem with Desired Distribution of Departures and Arrivals SICETrans. of the Society of Instrument and Control Engineer(T.SICE) pp.110-117 (Collaboration)
228.	1983	Article	Generalized Lexicographically Optimal Flows in Networks with Multiple Sources and Sinks Taylor & FrancisInternational Journal of Systems Science vol.14 No.9,pp.1013-1028 (Collaboration)
229.	1982/05	Article	Optimal Synthesis of Network with weighted Constrains for Multiple Sources and Sinks SICETrans. of the Society of Instrument and Control Engineer(T.SICE) pp.450-457 (Collaboration)
230.	1982	Article	Optimal Synthesis of Network with weighted Constrains and Lower Bounds of the Flow Quantity for Multiple Sources and Sinks ISCIESystem and Control pp.661-670 (Collaboration)
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■ Academic Qualifications

1.	1981/04～1984/03	〔Doctorial Course〕 Management Science, Graduate School, Division of Science and Engineering, Tokyo University of Science, Completed, Dr. Engineering
2.	1981/03 Degree Acquisition	Tokyo University of Science, MS. Engineering
3.	1979/04～1981/03	〔Master Course〕 Major in Management Science (Operations Research) Mainor in Systems Engieering, Graduate School of Science and Engineering, Tokyo University of Science, Completed,
4.	1975/04～1979/03	Department of Management Science, School of Engineering, Department of Management of Science, Tokyo University of Science, Graduated,

■ Career History

1.	2001/04～2002/01	University of Canterbury, New Zealand Visiting Professor
2.	1996/10	Meiji University Department of Computer Science Professor
3.	1994/04～1996/09	Meiji University Department of Computer Science Associate Professor
4.	1990/04～1991/01	University of Alabama at Birmingham, USA Visiting Professor
5.	1990/04～1994/03	Ibaraki University Department of Computer and Informarion Sciences Associate Professor
6.	1986/04～1990/03	Ibaraki University Department of Computer and Informarion Sciences Assistant Professor
7.	1985/04～1986/03	Researcher
8.	1984/06～1985/03	Information Processing Promotion Agency(IPA) Technical Center Project Leader
9.	1984/04～1984/05	ISES Co Ltd.
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■ Teaching Activities

● Efforts to Improve Educational Contents and Method (Including Teaching Evaluation)
1.	2008/04/01～2014/03/31	Faculty Development committee

■ Major Subjects

Artificial Intelligence 1, Artificial Intelligence 2, High level topics on Big Data engneering, High level topics on Computational Intelligence

■ Academic Associations Membership

1.	1986～	IEEE
2.	1986	∟ Member
3.	2000	∟ Senior Member
4.	2023	∟ Life Senior Member

■ researchmap Researcher Code

1000316880

■ Social Activities

1.	2024/04～	Associate Editor: Applied Artificial Intelligence (IF: 2.9)
2.	2018/04～2019/03	European Research Council (ERC), Reviewer
3.	2020/04～2021/03	Swiss National Science Foundation (SNSF) Reviewer
4.	2020～2021/03	National Sciences and Engineering Research Council of Canada, Reviewer
5.	2018/04	Artificial Intelligence (Elsevier) IF: 9.088, Reviewer
6.	2017/04～	Machine Learning and Knowledge Extraction, Editorial Board Member
7.	2001/04～2008/03	Neural Networks (Elsevier) IF: 8.05, Action Editor.
8.	2000/10～2017/01	Associate Editor of Artificial Intelligence in Medicine
9.	1999/09～2001/12	"IEEE Trans. Fuzzy Systems, Associate editor"
10.	2020/04～	Decision Support System (Elsevier) Reviewer IF: 5.795
11.	2020/03～	IEEE Transaction on Cybernetics (IF:11.2)
12.	2017/04～	Big Data and Cognitive Computing, Editorial Board Member
13.	2017/04～	Information Sciences (Elsevier) IF: 6.795, Reviewer.
14.	2016～	Expert Systems with Application (Elsevier) IF:6.954, Reviewer.
15.	2016～	Knowledge-Based Systems (Elsevier) IF: 8.2, Reviewer.
16.	2013/06～2013/06	Neural Data Analysis: Ensemble Neural Network Rule Extraction and Its Theoretical and Historical Backgrounds
17.	2012/04	European Journal of Operational Research (Elsevier) IF: 5.334
18.	2012/04～	Neurocomputing (Elsevier) IF:5.719, Reviewer.
19.	2001/04～	Artificial Intelligence in Medicine (Elsevier) IF:6.99, Reviewer.
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■ Research Topics, Consignment Studies & KAKENHI Researches

1.	2014～2017	Intelligent Data Mining Using Neural Networks and Its Application to Marketing (Key Word : )
2.	1989	Rule Extraction from Trained Neural Network (Key Word : Rule Extraction,Neural Network,)

■ Web Sites

http://www.cs.meiji.ac.jp

■ Email Addresses

■ Award History

1.	2023/10	Stanford University World's Top 2% Scientists in Artificial Intelligence for 2021-2023　（Stanford University)
2.	1999/04	International Fuzzy Systems Society Best papers from the Fuzzy Sets and Systems Vol. 100 memorial issue (On the Equivalence of Neural Nets and Fuzzy Expert Systems)

■ Current Specialized Field

Artificial Intelligence, eXplainable AI, Generative AI, AI finance, Credit scoring, Medical AI

■ Patents

United States Patent 「FUZZY BACKWARD REASONING SYSTEM AND EXPERT SYSTEM UTILIZING THE SAME」

■ KAKENHI Researcher Number

20189666

■ Profile

Prof. Yoichi Hayashi received the Dr. Eng. degree in systems engineering from Tokyo University of Science, Tokyo. Since 1996, he has been a full Professor at Computer Science Department, Meiji University, Tokyo. He was a visiting professor at University of Alabama at Birmingham and University of Canterbury (New Zealand). He was a visiting professor at University of Alabama at Birmingham and University of Canterbury (New Zealand). His current research interests include explainable AI (XAI), white box AI (“white boxing” AI), generative AI, explaining Deep-Learning models, white box machine learning, rule extraction, and explaining medical imaging. Authored 217 papers in the field of Computer Science, with 104 papers published in peer-reviewed journals and 113 papers presented at well-known international conferences. H-index score and number of citations in Scopus are 29 and 3521, respectively. Similarly, his H-index score and number of citations on Google Scholar are 42 and 7725, respectively. He has been awarded a paper on the equivalence of Neural Nets and Fuzzy Rule Sets selected as 1 of the 7 best papers from the Fuzzy Sets and Systems Vol. 100 memorial issue: J.J. Buckley, Y. Hayashi, E. Czogala, "On the Equivalence of Neural Nets and Fuzzy Expert Systems,” Fuzzy Sets and Systems, Vol. 100, Sup., pp. 145–150 (1999). He has been honored for being listed among World’s Top 2% Scientists in Artificial Intelligence for consecutive 2021 and 2022 by the Stanford University. Served as the Action Editor for Neural Networks, an Associate Editor for Artificial Intelligence in Medicine through many years. Currently, he serves as a reviewer for various grants submitted to the European Research Council (ERC) and Swiss National Science Foundation (SNSF). Additionally, he has reviewed manuscripts for reputable journals. He is a Life Member of IEEE since January 1, 2023.