Integrating white and black box techniques for interpretable machine learning Reviewed

E. M. Vernon, N. Masuyama, and Y. Nojima

Proc. of the 9th International Congress on Information and Communication Technology   2024.02

Integrating White and Black Box Techniques for Interpretable Machine Learning

Vernon E.M.

Lecture Notes in Networks and Systems   1014 LNNS   639 - 649   2024（ ISSN:23673370 ） （ ISBN:9789819735617 ）

Importance of Temporal Information in Fish Habitat Assessment Using Multiobjective Fuzzy Genetics-Based Machine Learning.

Yusuke Nojima, Shion Takasaki, Shinji Fukuda, Naoki Masuyama

iFUZZY   1 - 6   2024（ ISBN:9798350352788 ）

Hierarchical Fuzzy Classifier Design Using a Reject Option.

Rowan Fuerst, Naoki Masuyama, Yusuke Nojima

FUZZ   1 - 7   2024（ ISSN:10987584 ） （ ISBN:9798350319545 ）

CNN-LSTM for Heartbeat Sound Classification

Aji N.B.

International Journal on Informatics Visualization   8 ( 2 )   735 - 741   2024

A Growing Hierarchical Clustering Algorithm via Parameter-free Adaptive Resonance Theory. Reviewed

Kazuki Tashiro, Naoki Masuyama, Yusuke Nojima

IJCNN   1 - 6   2024（ ISBN:9798350359312 ）

A Federated Data-driven Multiobjective Evolutionary Algorithm via Continual Learnable Clustering Reviewed

Takato Kinoshita, Naoki Masuyama, Yusuke Nojima

2024 IEEE Congress on Evolutionary Computation, CEC 2024 - Proceedings   1 - 6   2024（ ISBN:9798350308365 ）

Riesz s-energy indicators for diversity assessment of multiobjective evolutionary algorithms Reviewed

T. Kinoshita, N. Masuyama, and Y. Nojima

Proc. of the 24th International Symposium on Advanced Intelligent Systems   2023.12

Effects of parent selection schemes on the search performance of multi-modal multi-objective evolutionary algorithm with problem transformation into two-objective subproblems Reviewed

Y. Nojima, T. Tokusaka, and N. Masuyama

Proc. of the 24th International Symposium on Advanced Intelligent Systems   2023.12

Class-wise classifier design capable of continual learning using adaptive resonance theory-based topological clustering Reviewed International coauthorship

N. Masuyama, Y. Nojima, F. Dawood, and Z. Liu

Applied Sciences   13 ( 21 )   11980 - 11980   2023.11

Effects of complexity enhancements on the search performance of multiobjective fuzzy genetics-based machine learning Reviewed

T. Konishi, N. Masuyama, and Y. Nojima

Proc. of the 20th World Congress of the International Fuzzy Systems Association   38 - 45   2023.08

A decomposition-based multi-modal multi-objective evolutionary algorithm with problem transformation into two-objective subproblems Reviewed International coauthorship

Y. Nojima, Y. Fujii, N. Masuyama, Y. Liu, and H. Ishibuchi

GECCO 2023 Companion - Proceedings of the 2023 Genetic and Evolutionary Computation Conference Companion   399 - 402   2023.07（ ISBN:9798400701207 ）

Multi-label classification via adaptive resonance theory-based clustering Reviewed International coauthorship

N. Masuyama, Y. Nojima, C. K. Loo, and H. Ishibuchi

IEEE Transactions on Pattern Analysis and Machine Intelligence   45 ( 7 )   8696 - 8712   2023.07（ ISSN:01628828 ）

System design optimization with mixed subsystems failure dependencies. Reviewed International coauthorship

M. A. Mellal, E. Zio, S. Al-Dahidi, N. Masuyama, and Y. Nojima

Reliability Engineering and System Safety   231   109005 - 109005   2023.03（ ISSN:09518320 ）

Error-output recurrent multi-layer Kernel Reservoir Network for electricity load time series forecasting Reviewed International coauthorship

Z. Liu, G. A. Tahir, N. Masuyama, H. A. Kakudi, Z. Fu, and K. Pasupa

Engineering Applications of Artificial Intelligence   117   2023.01（ ISSN:09521976 ）

Reference Vector Adaptation and Mating Selection Strategy via Adaptive Resonance Theory-Based Clustering for Many-Objective Optimization Reviewed

T. Kinoshita, N. Masuyama, Y. Liu, Y. Nojima

11   126066 - 126086   2023

Fuzzy Classifiers with a Two-Stage Reject Option Reviewed

Y. Nojima, K. Kawano, H. Shimahara, E. Vernon, N. Masuyama, and H. Ishibuchi

IEEE International Conference on Fuzzy Systems   2023（ ISSN:10987584 ） （ ISBN:9798350332285 ）

Adaptive Resonance Theory-Based Topological Clustering with Node Deletion Mechanism for Evolving Stream Data Reviewed

T. Takebayashi, N. Masuyama, Y. Nojima

Proc. of the International Conference on Machine Learning and Cybernetics   576 - 581   2023（ ISSN:2160133X ） （ ISBN:9798350303780 ）

Search process analysis of multiobjective evolutionary algorithms using convergence-diversity diagram Reviewed

T. Kinoshita, N. Masuyama, and Y. Nojima

Proc. of 2022 Joint 12th International Conference on Soft Computing and Intelligent Systems and 23rd International Symposium on Advanced Intelligent Systems, SCIS and ISIS 2022   1 - 6   2022.12（ ISBN:9781665499248 ）

Composition-designed high entropy perovskite oxides for oxygen evolution catalysis Reviewed

Y. Okazaki, Y. Fujita, H. Murata, I. Yamada, N. Masuyama, Y. Nojima, H. Ikeno, and S. Yagi

Chemistry of Materials   34 ( 24 )   10973 - 10981   2022.12（ ISSN:0897-4756 ） （ eISSN:1520-5002 ）

Effects of complexity enhancements on the search performance of multiobjective fuzzy genetics-based machine learning Reviewed

T. Konishi, N. Masuyama, and Y. Nojima

Proc. of 2022 Joint 12th International Conference on Soft Computing and Intelligent Systems and 23rd International Symposium on Advanced Intelligent Systems, SCIS and ISIS 2022   38 - 45   2022.08（ ISBN:9781665499248 ）

Evolutionary multiobjective multi-tasking for fuzzy genetics-based machine learning in multi-label classification Reviewed International coauthorship

Y. Omozaki, N. Masuyama, Y. Nojima, and H. Ishibuchi

Proc. of IEEE International Conference on Fuzzy Systems   2022-July   1 - 8   2022.07（ ISSN:10987584 ） （ ISBN:9781665467100 ）

Analytical methods to separately evaluate convergence and diversity for multi-objective optimization Reviewed International coauthorship

T. Kinoshita, N. Masuyama, Y. Nojima, and H. Ishibuchi

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)   13838 LNCS   172 - 186   2022.07（ ISSN:03029743 ） （ ISBN:9783031265037 ）

Adaptive resonance theory-based clustering for handling mixed data Reviewed International coauthorship

N. Masuyama, Y. Nojima, H. Ishibuchi, and Z. Liu

Proc. of 2022 International Joint Conference on Neural Networks   2022-July   1 - 8   2022.07（ ISBN:9781728186719 ）

Adaptive resonance theory-based clustering with a divisive hierarchical structure capable of continual learning Reviewed International coauthorship

N. Masuyama, N. Amako, Y. Yamada, Y. Nojima, and H. Ishibuch

IEEE Access   10   68042 - 68056   2022.06

Effects of different optimization formulations in evolutionary reinforcement learning on diverse behavior generation Reviewed

V. Villin, N. Masuyama, and Y. Nojima

Proc. of 2021 IEEE Symposium Series on Computational Intelligence   1 - 8   2021.12（ ISBN:9781728190488 ）

Multi-modal multi-objective traveling salesman problem and its evolutionary optimizer Reviewed International coauthorship

Y. Liu, L. Xu, Y. Han, N. Masuyama, Y. Nojima, H. Ishibuchi, and G. G. Yen

Proc. of 2021 IEEE International Conference on Systems, Man, and Cybernetics   770 - 777   2021.10（ ISBN:9781665442077 ）

クラス別FTCAに基づく識別器設計 Reviewed

増山直輝, 坪田一希, 能島裕介, 石渕久生

知能と情報（日本知能情報ファジィ学会誌）   33 ( 1 )   543 - 548   2021.02

クラス不均衡データに対するミシガン型ファジィ遺伝的機械学習 Reviewed International coauthorship

西原光洋, 増山直輝, 能島裕介, 石渕久生

知能と情報（日本知能情報ファジィ学会誌）   33 ( 1 )   537 - 542   2021.02

マルチラベル多目的ファジィ遺伝的機械学習の多数目的最適化への拡張 Reviewed International coauthorship

面崎祐一, 増山直輝, 能島裕介, 石渕久生

知能と情報（日本知能情報ファジィ学会誌）   33 ( 1 )   531 - 536   2021.02

2目的問題に変換する分解ベース進化型マルチモーダル多目的最適化アルゴリズム Reviewed International coauthorship

藤井祐人, 増山直輝, 能島裕介, 石渕久生

知能と情報（日本知能情報ファジィ学会誌）   33 ( 1 )   537 - 542   2021.02

Adapting reference vectors and scalarizing functions by growing neural gas to handle irregular Pareto fronts Reviewed International coauthorship

Y. Liu, H. Ishibuchi, N. Masuyama, and Y. Nojima

IEEE Transactions on Evolutionary Computation   24 ( 3 )   439 - 453   2020.06

Handling imbalance between convergence and diversity in the decision space in evolutionary multi-modal multi-objective optimization Reviewed International coauthorship

Y. Liu, H. Ishibuchi, G. G. Yen,Y. Nojima, and N. Masuyama

IEEE Transactions on Evolutionary Computation   24 ( 3 )   551 - 565   2020.06

Many-Objective Problems Are Not Always Difficult for Pareto Dominance-Based Evolutionary Algorithms. Reviewed International coauthorship

Hisao Ishibuchi, Takashi Matsumoto, Naoki Masuyama, Yusuke Nojima

ECAI 2020 - 24th European Conference on Artificial Intelligence(ECAI)   291 - 298   2020（ ISBN:9781643681009 ）

Adapting Reference Vectors and Scalarizing Functions by Growing Neural Gas to Handle Irregular Pareto Fronts. Reviewed

Yiping Liu, Hisao Ishibuchi, Naoki Masuyama, Yusuke Nojima

IEEE Transactions on Evolutionary Computation   24 ( 3 )   439 - 453   2020

On the Normalization in Evolutionary Multi-Modal Multi-Objective Optimization. Reviewed

Yiping Liu, Hisao Ishibuchi, Gary G. Yen, Yusuke Nojima, Naoki Masuyama, Yuyan Han

IEEE Congress on Evolutionary Computation(CEC)   1 - 8   2020（ ISBN:9781728169293 ）

Multiobjective Fuzzy Genetics-Based Machine Learning for Multi-Label Classification. Reviewed

Yuichi Omozaki, Naoki Masuyama, Yusuke Nojima, Hisao Ishibuchi

29th IEEE International Conference on Fuzzy Systems(FUZZ-IEEE)   1 - 8   2020（ ISBN:9781728169323 ）

Multilayer Clustering Based on Adaptive Resonance Theory for Noisy Environments. Reviewed

Narito Amako, Naoki Masuyama, Chu Kiong Loo, Yusuke Nojima, Yiping Liu, Hisao Ishibuchi

2020 International Joint Conference on Neural Networks(IJCNN)   1 - 8   2020（ ISBN:9781728169262 ）

Multi-label Classification Based on Adaptive Resonance Theory. Reviewed

Naoki Masuyama, Yusuke Nojima, Chu Kiong Loo, Hisao Ishibuchi

2020 IEEE Symposium Series on Computational Intelligence(SSCI)   1913 - 1920   2020（ ISBN:9781728125473 ）

Handling Imbalance Between Convergence and Diversity in the Decision Space in Evolutionary Multimodal Multiobjective Optimization. Reviewed

Yiping Liu, Hisao Ishibuchi, Gary G. Yen, Yusuke Nojima, Naoki Masuyama

IEEE Transactions on Evolutionary Computation   24 ( 3 )   551 - 565   2020

Effects of Local Mating in Inter-task Crossover on the Performance of Decomposition-based Evolutionary Multiobjective Multitask optimization Algorithms. Reviewed

Ryuichi Hashimoto, Toshiki Urita, Naoki Masuyama, Yusuke Nojima, Hisao Ishibuchi

IEEE Congress on Evolutionary Computation(CEC)   1 - 8   2020（ ISBN:9781728169293 ）

Effects of dominance resistant solutions on the performance of evolutionary multi-objective and many-objective algorithms. Reviewed

Hisao Ishibuchi, Takashi Matsumoto, Naoki Masuyama, Yusuke Nojima

GECCO '20: Genetic and Evolutionary Computation Conference(GECCO)   507 - 515   2020（ ISBN:9781450371285 ）

Divisive Hierarchical Clustering Based on Adaptive Resonance Theory.

Yuna Yamada, Naoki Masuyama, Narito Amako, Yusuke Nojima, Chu Kiong Loo, Hisao Ishibuchi

International Symposium on Community-centric Systems(CcS)   1 - 6   2020（ ISBN:9781728187419 ）

未知クラスの継続的な学習を可能とするファジィ遺伝的機械学習手法 Reviewed

入江勇斗，増山直輝，能島裕介，石渕久生

知能と情報 雑誌 日本知能情報ファジィ学会   2019.11

進化型多目的マルチタスク最適化手法におけるタスク間交叉時の親個体が探索性能に与える影響

橋本龍一，増山直輝，能島裕介，石渕久生

知能と情報 雑誌 日本知能情報ファジィ学会   2019.11

Topological Clustering via Adaptive Resonance Theory with Information Theoretic Learning Reviewed

Naoki Masuyama, Chu Kiong Loo, Hisao Ishibuchi, Naoyuki Kubota, Yusuke Nojima, and Yiping Liu

IEEE Access 雑誌   7 ( 1 )   76920 - 76936   2019.06

Topological Clustering via Adaptive Resonance Theory with Information Theoretic Learning Reviewed

Naoki Masuyama, Chu Kiong Loo, Hisao Ishibuchi, Naoyuki Kubota, Yusuke Nojima, Yiping Liu

IEEE Access   7 ( 1 )   76920 - 76936   2019.06

A Kernel Bayesian Adaptive Resonance Theory with A Topological Structure Reviewed

Naoki Masuyama, Chu Kiong Loo, and Stefan Wermter

International Journal of Neural Systems 雑誌   29 ( 5 )   2019.01

A Kernel Bayesian Adaptive Resonance Theory with a Topological Structure Reviewed

Naoki Masuyama, Chu Kiong Loo, Stefan Wermter

International Journal of Neural Systems   29 ( 5 )   1850052-1 - 1850052-20   2019.01

Two-Layered Weight Vector Specification in Decomposition-Based Multi-Objective Algorithms for Many-Objective Optimization Problems. Reviewed

Hisao Ishibuchi, Ryo Imada, Naoki Masuyama, Yusuke Nojima

IEEE Congress on Evolutionary Computation(CEC)   2434 - 2441   2019（ ISBN:9781728121536 ）

Optimal Distributions of Solutions for Hypervolume Maximization on Triangular and Inverted Triangular Pareto Fronts of Four-Objective Problems. Reviewed

Hisao Ishibuchi, Takashi Matsumoto, Naoki Masuyama, Yusuke Nojima

IEEE Symposium Series on Computational Intelligence(SSCI)   1857 - 1864   2019（ ISBN:9781728124858 ）

Fast Topological Adaptive Resonance Theory Based on Correntropy Induced Metric. Reviewed

Naoki Masuyama, Narito Amako, Yusuke Nojima, Yiping Liu, Chu Kiong Loo, Hisao Ishibuchi

IEEE Symposium Series on Computational Intelligence(SSCI)   2215 - 2221   2019（ ISBN:9781728124858 ）

Effect of Solution Information Sharing between Tasks on the Search Ability of Evolutionary Multiobjective Multitasking Algorithms. Reviewed

Ryuichi Hashimoto, Naoki Masuyama, Yusuke Nojima, Hisao Ishibuchi

IEEE Symposium Series on Computational Intelligence(SSCI)   2671 - 2678   2019（ ISBN:9781728124858 ）

Constrained multiobjective distance minimization problems. Reviewed

Yusuke Nojima, Takafumi Fukase, Yiping Liu, Naoki Masuyama, Hisao Ishibuchi

Proceedings of the Genetic and Evolutionary Computation Conference(GECCO)   586 - 594   2019（ ISBN:9781450361118 ）

Comparison of Hypervolume, IGD and IGD+ from the Viewpoint of Optimal Distributions of Solutions. Reviewed

Hisao Ishibuchi, Ryo Imada, Naoki Masuyama, Yusuke Nojima

Evolutionary Multi-Criterion Optimization - 10th International Conference(EMO)   332 - 345   2019（ ISBN:9783030125974 ）

A Multiobjective Test Suite with Hexagon Pareto Fronts and Various Feasible Regions. Reviewed

Takashi Matsumoto, Naoki Masuyama, Yusuke Nojima, Hisao Ishibuchi

IEEE Congress on Evolutionary Computation(CEC)   2058 - 2065   2019（ ISBN:9781728121536 ）

Searching for Local Pareto Optimal Solutions: A Case Study on Polygon-Based Problems. Reviewed

Yiping Liu, Hisao Ishibuchi, Yusuke Nojima, Naoki Masuyama, Yuyan Han

IEEE Congress on Evolutionary Computation(CEC)   896 - 903   2019（ ISBN:9781728121536 ）

Effects of the Number of Constraints on the Performance of Multi-Objective Evolutionary Algorithms Reviewed

[6] Yuki Tanigaki, Naoki Masuyama, and Yusuke Nojima

International Journal of Computer Science and Network Security   18 ( 12 )   221 - 231   2018.12

Diagnosing Metabolic Syndrome using Genetically Optimised Bayesian ARTMAP Reviewed

Habeebah Adamu Kakudi, Chu Kiong Loo, Foong Ming Moy, and Naoki Masuyama

IEEE Access 雑誌   7 ( 1 )   8437 - 8453   2018.11

Recurrent Kernel Extreme Reservoir Machine for Time Series Prediction Reviewed

Zongying Liu, Chu Kiong Loo, Naoki Masuyama, and Kitsuchart Pasupa

IEEE Access 雑誌   6   19583 - 19596   2018.04

Kernel Bayesian ART and ARTMAP Reviewed

Naoki Masuyama, Chu Kiong Loo, and Farhan Dawood

Neural Networks 雑誌   98   76 - 86   2017.11

Personality affected robotic emotional model with associative memory for human-robot interaction Reviewed

Naoki Masuyama, Chu Kiong Loo, and Manjeevan Seera

Neurocomputing 雑誌   272   213 - 225   2017.07

Quantum-Inspired Multidirectional Associative Memory with a Self-Convergent Iterative Learning Reviewed

Naoki Masuyama, Chu Kiong Loo, Manjeevan Seera, and Naoyuki Kubota

IEEE Transactions on Neural Networks and Learning Systems 雑誌   29 ( 4 )   1058 - 1068   2017.02

Application of Emotion Affected Associative Memory based on Mood Congruency Effects for a Humanoid Reviewed

Naoki Masuyama, Md. Nazrul Islam, Manjeevan Seera, and Chu Kiong Loo

Neural Computing and Applications 雑誌   28 ( 4 )   737 - 752   2015.11

Quantum-Inspired Bidirectional Associative Memory for Human-Robot Communication Reviewed

Naoki Masuyama, Chu Kiong Loo, and Naoyuki Kubota

International Journal of Humanoid Robotics 雑誌   11 ( 2 )   2014.05

制約付き問題のための適応的問題分割ベース進化型多目的最適化アルゴリズムの検討 Domestic conference

木下貴登，増山直輝，能島裕介

第39回ファジィシステムシンポジウム講演論文集  2023.09 

Overview of techniques for rule extraction from neural networks Domestic conference

ベーノンエリック，増山直輝，能島裕介

第39回ファジィシステムシンポジウム講演論文集  2023.09 

実世界多目的最適化問題のためのRiesz discrete s-Energy によるConvergence-Diversity Diagramの拡張 Domestic conference

木下貴登，増山直輝，能島裕介

第24回進化計算研究会講演論文集  2023.09 

情報リテラシー

2024   Weekly class   Graduate school

工学研究の最先端

2024   Intensive lecture   Graduate school

計算知能特論

2023   Weekly class  

計算知能

2023   Weekly class  

意思決定理論

2023   Weekly class  

情報工学基礎演習2

2023   Weekly class  

情報工学演習II

2023   Weekly class  

Practicum in Computer Science I

2021    

Practicum in Computer Science III

2021    

Fundamentals in Electrical and Electronic Engineering II

2021    

Fundamentals in Electrical and Electronic Engineering II

2021    

Decision Making Theory

2021    

Practicum in Computer Science II

2021    

Electrical, Electronic, and Information Engineering in Modern Society

2021    

Computational Intelligence

2021