ジャーナル（査読付）

Shin Kamada and Takumi Ichimura, "3D Lung Tumor Segmentation System using Adaptive Structural Deep Belief Network",Lakhmi C. Jain eds.,  In "Intelligent Systems Reference Library: Advances in Intelligent Disease Diagnosis and Treatment",Springer, 18pages (to appear in 2024)

Shin Kamada and Takumi Ichimura, "Automatic Extraction of Road Networks by using Teacher-Student Adaptive Structural Deep Belief Network and Its Application to Landslide Disaster", IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol.16, pp.6310-6324 (2023) . (PDF_Drive).

Takumi Ichimura, Shin Kamada, Toshihide Harada and Ken Inoue, "A Teacher-Student based Adaptive Structural Deep learning Model and Its Estimating Uncertainty of Image Data",  Arni S. R. Srinivasa Rao, C. R. Rao, Steven Krantz eds., "Handbook of Statistics 49: Artificial Intelligence", Elsevier, pp.129-149(2023). (PDF_Drive)

Shin Kamada and Takumi Ichimura, "Adaptive Structural Learning of Deep Belief Network and its Application to Real Time Crack Detection of Concrete Structure using Drone", Virvou, Tsihrintzis, Bourbakis, Jain eds., "Handbook on Artificial Intelligence-empowered Applied Software Engineering: VOL.2: Smart Software Applications in Cyber-Physical Systems", pp.187-206, Springer (2022). (PDF_Drive)

Takumi Ichimura and Shin Kamada, "An Ensemble Learning Method of Adaptive Structural Deep Belief Network for AffectNet", International Journal of Smart Computing and Artificial Intelligence, Vol.6, No.1, pp.1-17 (2022). (PDF_Drive)

Shin Kamada and Takumi Ichimura, ”A video prediction method by using long short-term memory-based adaptive structural learning of deep belief network and its investigation of input sequence length for data structure”,  International Journal Computational Intelligence Studies, Vol.10, No.2-3,  pp.198-215 (2021). (PDF_Drive)

Shin Kamada, Takumi Ichimura, and Toshihide Harada, "Knowledge Extraction of Adaptive Structural Learning of Deep Belief Network for Medical Examination Data", International Journal of Semantic Computing, Vol. 13, No. 01, pp. 67-86 (2019). (PDF_Drive).

Shin Kamada and Takumi Ichimura, "Fast Training of Adaptive Structural Learning Method of Deep Learning for Multi Modal Data", International Journal Computational Intelligence Studies Vol.7, No.3-4, pp.169-191 (2018). (PDF_Drive)

Keiichi Tamura and Takumi Ichimura, "Time series classification using MACD-histogram-based recurrence plot", International Journal Computational Intelligence Studies, Vol.7, No.3-4, pp.192-213 (2018). (PDF_Drive)

Shin Kamada, Takumi Ichimura, Akira Hara, Kenneth James Mackin, "Adaptive Structure Learning Method of Deep Belief Network using Neuron Generation-Annihilation and Layer Generation", Neural Computing and Applications, Vol.31, pp.8035–8049 (2019) (July, 2018 Online Published). (PDF_Drive)

鎌田真，市村匠，"リカレント構造適応型Deep Belief Networkによる時系列データの学習"，計測自動制御学会,  54 巻 8 号 p. 628-639 (2018). (PDF_Drive)

Keiichi Tamura and Takumi Ichimura, "Classifying of Time Series using Local Sequence Alignment and Its Performance Evaluation", IAENG International Journal of Computer Science, Vol.44, No.4, pp462-470(2017). (PDF) (PDF_Drive)

Shin Kamada and Takumi Ichimura, "Fine Tuning of Adaptive Learning of Deep Belief Network for Misclassification and its Knowledge Acquisition", International Journal Computational Intelligence Studies, Vol.6, No.4, pp.333-348(2017). (PDF_Drive)

Takumi Ichimura, Takuya Uemoto, and Shin Kamada, "Altruistic Behaviors Based Recommendation System of Tourist Information from Smartphone Application to SNS Community", International Journal Computational Intelligence Studies, Vol.6, No.4, pp.270-287 (2017). (PDF_Drive)

Takumi Ichimura, Takuya Uemoto, and Shin Kamada, "A Collaborative Software Developing Method by Mimicking Army Ant Altruism Behaviors", IAENG Transactions on Engineering Sciences, World Scientific, pp.54-67(2017). (PDF) (PDF_Drive)

Shin Kamada, Takumi Ichimura, Tetsuya Shigeyasu, Yasuhiko Takemoto, "Registration System of Cloud Campus by using Android Smart Tablet",  SpringerPlus, A Springer Open Journal, Vol.3, 761, doi:10.1186/2193-1801-3-761(2014). (PDF) (PDF_Drive)

Takumi Ichimura, Takuya Uemoto, Akira Hara, and Kenneth J. Mackin, "Emergence of Altruism Behavior in Army Ant Based Social Evolutionary System", SpringerPlus, A Springer Open Journal, Vol.3, 712, doi:10.1186/2193-1801-3-712,(2014). (PDF) (PDF_Drive)

Takumi Ichimura and Shin Kamada, "A Classification Method of Coronary Heart Disease Databases by Clonal Selection Algorithm with Immunological Memory Cell", Intl. J. Biomedical Soft Computing and Human Sciences, Vol.19, No.2, pp.7-18 (2014). (PDF) (PDF_Drive)

Takumi Ichimura and Kazuya Mera, "Emotion Oriented Agent in Mental State Transition Learning Network", International Journal Computational Intelligence Studies, Vol.2, No.1, pp.26-51(2013). (PDF_Drive)

Takashi Hasuike and Takumi Ichimura, "Web intelligence for tourism using railway data by a simplified fuzzy reasoning method", Journal of Intelligent & Fuzzy Systems, Vol.2, No. 2, pp. 251-259, IOS Press(2013). (PDF) (PDF_Drive)

Takumi Ichimura, Takashi Yamaguchi, and Kenneth James Mackin, "Reasoning and Knowledge Acquisition from Medical Database using Lattice SOM and Tree Structure SOM", In "Handbook on Reasoning-based Intelligent System", K.Nakamatsu and L.C.Jain Eds., pp.603-632, World Scientific Publishing Company(2013). (PDF_Drive)

Takumi Ichimura, Shin Kamada, and Kosuke Kato, "Knowledge Discovery of Tourist Subjective Data in Smartphone Based Participatory Sensing System by Interactive Growing Hierarchical SOM and C4.5", Intl. J. Knowledge and Web Intelligence, Vol.3, No.2, pp.110-129(2012). (PDF_Drive)

Akira Hara, Haruko Tanaka, Takumi Ichimura, and Tetsuyuki Takahama, "Knowledge Acquisition from Many-Attribute Data by Genetic Programming with Clustered Terminal Symbols", Intl. J. Knowledge and Web Intelligence, Vol.3, No.2, pp.180-201(2012). (PDF_Drive)

Takumi Ichimura, Hiroshi Inoue, Akira hara, Tetsuyuki Takahama, Kenneth J. Mackin, "A Proposal of Memory and Prediction Based Genetic Algorithm Using Speciation in Dynamic Multimodal Function Optimization", Journal of Advanced Computational Intelligence & Intelligent Informatics, Vol.15, No.8, pp.1082-1094(2011). (PDF_Drive)

Takashi Yamaguchi, Y Noguchi, Kenneth J. Mackin, and Takumi Ichimura, "Cluster ensemble in adaptive tree structured clustering", International Journal of Knowledge Engineering and Soft Data Paradigms, Vol.3, No.1, pp.69-84(2011). (PDF_Drive)

Toshiyuki Yamashita, Ahmad Eibo, Takumi Ichimura, and Kazuya Mera, "Emotion-oriented human-computer interaction", In "Emotional Engineering ", Shuichi Fukuda Ed., pp.207-222, Springer-Verlag (2010). (PDF_Drive)

Takumi Ichimura, Kazuya Mera, and Akira Hara, "A Knowledge Acquisition Method of Judgment Rules for Spam E-mail by using Self Organizing Map and Automatically Defined Groups by Genetic Programming" In "Self-Organizing Maps", Aleksandar Lazinica, pp.397-410, INTECH (2010). (PDF) (PDF_Drive)

目良和也, 市村匠, 黒澤義明, 竹澤寿幸, "情緒計算手法と心的状態遷移ネットワークを用いた音声対話エージェントの気分変化手法", 知能と情報, Vol.22, No.1, pp.10-24(2010). (PDF) (PDF_Drive)

Kazuya Mera and Takumi Ichimura, "User's Mentality Classification Method using Self Organizing Feature Map on Healthcare Intelligent System for Diabetic Patients", International Journal of Medical Engineering and Informatics, Vol.2, No.1, pp.94-106(2010). (PDF_Drive)

柴坂美祐喜, 原章, 市村匠, 高濱徹行, "種分化を導入したDifferential Evolutionによる複数解をもつ多峰性関数の最適化", 電子情報通信学会論文誌, Vol.J92-D,No.7,pp.1003-1014(2009). (PDF) (PDF_Drive)

Machi Suka, Shinichi Oeda, Takumi Ichimura, Katsumi Yoshida, and Jun Takezawa, "Neural Networks applied to Medical Data for Prediction of Patient Outcome" In "Current Trends in Intelligent Systems and Computer Engineering", Springer, pp.309-325(2008). (PDF_Drive)

Akira Hara, Yoshiaki Kurosawa, Takumi Ichimura, "Automatically Defined Groups for Knowledge Acquisition from Computer Logs and Its Extension for Adaptive Agent Size" In "Current Trends in Intelligent Systems and Computer Engineering", Springer, pp.15-32(2008). (PDF_Drive)

Takumi Ichimura, Yoshiaki Kurosawa, Akira Hara, Kenneth J. Mackin, "An Intelligent Maintenance System with Open Source Software" In "Advances in Communication Systems and Electrical Engineering", Springer, pp.167-183(2008). (PDF_Drive)

Akira Hara, Yoshiaki Kurosawa, Takumi Ichimura, "Knowledge Acquisition from Computer Log Files by ADG with Variable Agent Size", IAENG International Journal of Computer Science, 34:1, IJCS_34_1_9(2007). (PDF) (PDF_Drive)

藤田信行, 原章, 市村匠, 高濱徹行, "コロニーの巣分かれと消滅を用いたACOアルゴリズムの提案", 電子情報通信学会論文誌, Vol.J89-D, No.12, pp.2661-2670(2006). (PDF_Drive)

Akira Hara, Takumi Ichimura, Katsumi Yoshida, "Discovering Multiple Diagnostic Rules from Coronary Heart Disease Database Using Automatically Defined Groups", Journal of Intelligent Manufacturing, Vol.16, pp645-661(2005). (PDF_Drive)

Takumi Ichimura, Shinichi Oeda, Machi Suka, Akira Hara, Kenneth J. Mackin, and Katsumi Yoshida, "Knowledge Discovery and Data Mining in Medicine" In "Advanced Techniques in Knowledge Discovery and Data Mining(Advanced Information and Knowledge Processing)" Pal, Nikhil, Jain, Lakhmi C. Eds., Springer, pp.177-210(2005). (PDF_Drive)

黒澤義明, 市村匠, 相澤輝昭, "シナリオを対象とした構文解析規則記述法", 自然言語処理, Vol.12, No.9, pp.25-62(2005). (PDF) (PDF_Drive)

Takumi Ichimura, Shinichi Oeda, Machi Suka, Katsumi Yoshida, "A learning method of immune multi-agent neural networks", Neural Computing and Applications Journal, Vol.14, pp.132-148(2005). (PDF_Drive)

Kazuya Mera, Takumi Ichimura, "Emotion Generating Method on Human - Computer Interfaces" In "Computationally Intelligent Hybrid Systems: The Fusion of Soft Computing and Hard Computing" Seppo J. Ovaska Eds., pp.277-312 Wiley-IEEE Press(2005). (PDF_Drive)

Kazuya Mera, Yoshiaki Kurosawa, Takumi Ichimura, "Emotion Oriented Interaction System for Elderly People" In "Knowledge-Based Intelligent System for Healthcare", T.Ichimura and K.Yoshida Eds., pp.304-343, Advanced Knowledge International, Pty Ltd (2004). (PDF_Drive)

Suka Machi, Takumi Ichimura, Katsumi Yoshida, "A Knowledge-based Intelligent System for Diabetes Management" In "Knowledge-Based Intelligent System for Healthcare", T.Ichimura and K.Yoshida Eds., pp.271-303, Advanced Knowledge International, Pty Ltd (2004). (PDF_Drive)

Akira Hara, Takumi Ichimura, Tetsuyuki Takahama, Yoshinori Isomichi, "Discovery of Cluster Structure and the Clustering Rules from Medical Database Using ADG; Automatically Defined Groups" In "Knowledge-Based Intelligent System for Healthcare", T.Ichimura and K.Yoshida Eds., pp.51-86, Advanced Knowledge International, Pty Ltd (2004). (PDF_Drive)

Takumi Ichimura, Shinichi Oeda, Machi Suka, Kenneth J. Mackin, Katsumi Yoshida, "Adaptive Learning Methods of Reflective Neural Networks and Immune Multi-agent Neural Networks" In "Knowledge-Based Intelligent System for Healthcare", T.Ichimura and K.Yoshida Eds., pp.11-49, Advanced Knowledge International, Pty Ltd (2004). (PDF_Drive)

Takumi Ichimura, Machi Suka, Katsumi Yoshida, "Knowledge Based Intelligent System for Healthcare", In "Knowledge-Based Intelligent System for Healthcare", T.Ichimura and K.Yoshida Eds., pp.1-10, Advanced Knowledge International, Pty Ltd (2004). (PDF_Drive)

Kazuya Mera, Takumi Ichimura, Toshiyuki Yamashita, "Complicated Emotion Allocating Method based on Emotional Eliciting Condition Theory", Journal of the Biomedical Fuzzy Systems and Human Sciences, Vol.9, No.1, pp.1-10(2003)(Invited Paper). (PDF_Drive)

目良和也, 市村匠, 山下利之, 三木睦明, "言語真理値を用いた情緒計算手法の連体修飾節への応用", 日本知能情報ファジイ学会誌, Vol.15, No.4, pp.465-473(2003). (PDF) (PDF_Drive)

高濱徹行, 阪井節子, 市村匠, 磯道義典, "退化現象を導入した遺伝的アルゴリズム GAd による構造最適化", Vol.J86-D-I, No.3, pp.140-149, 電子情報通信学会論文誌 (2003). (PDF_Drive)

Takumi Ichimura, Toshiyuki Yamashita, Kazuya Mera, Akira Sato, Naruki Shirahama, "Emotion orientated intelligent systems", In "Internet-based Intelligent Information Processing Systems", R.J.Howlett, N.S.Ichalkaranje, L.C.Jain, G Tonfoni Eds., pp.183-226, World Scientific Publishing Company(2003). (PDF_Drive)

Takumi Ichimura, Manabu Nakamura, Ken.J. Mackin, Katsumi Yoshida, Setsuko Otsuki, and Toshiyuki Yamashita, "The design of internet-based interactive learning models using agents and their applications", In "Virtual Environments for Teaching and Learning", L.C. Jain, R.J.Howlett, N.S.Ichalkaranje, and G. Tonfoni Eds., pp.283-325, World Scientific Publishing Company(2002). (PDF_Drive)

栗山裕, 市村匠, 山下利之, "学習意欲の分析結果に基づいた情報教育支援システム", 日本教育工学学会誌, Vol.26, Suppl., pp.133-138(2002) 

市村匠, 吉田勝美, 河野優二, 杉原亮宏, 山下利之, 佐藤聡, "医師国家試験問題データベースに基づくWeb学習支援システムとそのオーサリング・管理システム", 日本教育工学学会誌, Vol.26, Suppl., pp.27-32(2002)

吉江誠, 目良和也, 市村匠, 山下利之，相澤輝昭, 吉田 勝美, "真偽疑問文における返答発話の肯定/否定意図の解析とWebインタフェースへの応用", 日本ファジィ学会誌, Vol.14, No.4, pp.393-403(2002). (PDF) (PDF_Drive)

大枝真一, 市村匠, 寺内睦博, 高濱徹行, 磯道義典, "進化論に基づくニューラルネットワークの構造適応学習アルゴリズムの構成", 情報処理学会誌, Vol.43, No.8, pp.2728-2738(2002). (PDF) (PDF_Drive)

目良和也, 市村匠, 相澤輝昭, 山下利之, "語の好感度に基づく自然言語発話からの情緒生起手法", 人工知能学会誌, Vol.17, No.3, pp.186-195(2002). (PDF) (PDF_Drive)

山下利之, 田村征洋, 島田睦雄, 杉原光雄, 蓑下成子, 市村匠, 佐藤親次, "ヒューマンインタフェースとしての顔の特性に関する研究", 日本ファジィ学会誌, Vol.14, No.2, pp.248-253(2002). (PDF) (PDF_Drive)

市村匠, 大枝真一, 山下利之, 田崎栄一郎, "格子構造ニューラルネットワークの学習法の提案", 日本ファジィ学会誌, Vol.14, No.1, pp.28-42(2002). (PDF) (PDF_Drive)

Takumi ICHIMURA, and Katsumi YOSHIDA, "Extracting Method of Predicate Calculus from Medical Database by Neural Network of Structure Level Adaptation", In "Advances in generalized structures, approximate reasoning and applications", Franco Eugeni, Antonio Maturo, Loan Tofan Eds., Performantica Press, pp.119-128(2001) 

市村匠, 石田与志, 目良和也, 大枝真一, 山下利之, 杉原亮宏, "並列砂時計ニューラルネットワークと情緒生起手法を用いた感情指向型インタフェースの応用", ヒューマンインタフェース学会誌, Vol.3, No.4, pp.225-238(2001). (PDF_Drive)

Takumi Ichimura, Shinichi OEDA, Kenneth J. MACKIN, Toshiyuki YAMASHITA, and Katsumi YOSHIDA, "Darwinian Inheritance Genetic Learning Method of Neural Networks Under Dynamic Environment and its Application to Diagnostic System for Hepatobiliary Disorders", Journal of the Biomedical Fuzzy Systems and Human Sciences, Vol.7, pp.19-26(2001)(Best Paper Award). (PDF) (PDF_Drive)

高濱徹行, 阪井節子, 市村匠, 磯道義典, "形状パラメータを有するファジー推論ルールの逐次学習", 電子情報通信学会論文誌, Vol.J83-D-I, No.9, pp.1025-1029(2000). (PDF_Drive)

高橋雅博, 山下利之, 酒井秀昭, 武田利浩, 市村匠, "ファジィ推論による表情選択モデルのヒューマンインタフェースへの応用", 日本ファジィ学会誌, Vol.12, No.2, pp.313-320(2000). (PDF) (PDF_Drive)

吉田勝美, 市村匠, 杉森裕樹, 伊津野孝, 宮川路子, "医療データベースからのファジィニューロによる知識獲得", 日本ME学会誌, Vol.13, No.5, pp.44-51(1999). (PDF) (PDF_Drive)

山下利之, 市村匠, 越谷吉秀, "ファジィ構造モデルのコンピュータ・ユーザビリティへの適用", 日本ファジィ学会誌, Vol.10, No.3, pp.569-574(1998). (PDF) (PDF_Drive)

Takumi Ichimura, Eiichiro Tazaki and Katsumi Yoshida, "Extraction of fuzzy rules using neural networks with structure level adaptation -verification to the diagnosis of hepatobiliary disorders", International Journal of Biomedical Computing, Vol.40, No.2, pp.139-146(1995). (PDF: Scanned)