List of Publications

Refereed Papers and Int. Conf. Procs.

  1. Fan Zhang and Hajime Murao. Analysis of reading experience with heart rate variability and galvanic skin response sensor. ICIC Express Letters, Part B: Applications, 10(2):129-136, 2 2019.
  2. Fan Zhang and Hajime Murao. Analysis of reading experience with heart rate variability and galvanic skin response sensor. In The 13th International Conference on Innovative Computing, Information and Control (ICICIC2018), 8 2018.
  3. Megumi Kawata and Hajime Murao. Study on kinect-based sonification system for blind spot warning. In IEEE International Conference on Information, Communication and Engineering (ICICE 2017), 11 2017.
  4. Hajime Murao and Kazuaki Nonohara. A study on finding key movements to discriminate expert and novice by using a kinect-like 3d sensor. In IEEE International Conference on Information, Communication and Engineering (ICICE 2017), 11 2017.
  5. Fan Zhang and Hajime Murao. Advantages and disadvantages of biofeedback on playing puzzle games. ICIC Express Letters, Part B: Applications, 8(2):263-268, 2 2017.
  6. Fan Zhang and Hajime Murao. A preliminary study to develop a lightweight biofeedback device for reading activity. In IEEE International Conference on Information, Communication and Engineering (ICICE 2017), 11 2017.
  7. Shuhei Miyake and Hajime Murao. Hedgehog: Team formation system learning performance of team. ICIC Express Letters, 10(4):865-870, 4 2016.
  8. Fan Zhang and Hajime Murao. Brain-computer interface (bci) based learning support system providing the feedback on learner's emotions and its effect. ICIC Express Letters, 10(2):331-338, 2 2016.
  9. Tetsuya Kuwano and Hajime Murao. Experiments to understand the relationship between group balance and actual group performance. ICIC Express Letters, 9(5):1319-1325, 5 2015.
  10. D. Moritz Marutschke, Hajime Murao, and Hitoshi Ogawa. Epidemiological modeling of knowledge propagation represented by scientific publications and regional affiliation. In Proc. of the Tenth International Conference on Innovative Computing, Information and Control (ICICIC2015), page 1, 8 2015.
  11. Daniel Moritz Marutschke, Jun ichi Kushida, Hajime Murao, and Hitoshi Ogawa. Parameter acquisition for epidemiological modeling of knowledge propagation in scientific publications using differential evolution and their cultural classification by principal component analysis. ICIC Express Letters, 6(5):1243-1249, 5 2015.
  12. Hajime Murao. Evaluating city personality from geo-tagged sns messages. ICIC Express Letters, 9(3):729-735, 3 2015.
  13. Hajime Murao and Junko Tanaka. Assessing the probability for a noun to be countable. In The Sixth Joint Foreign Language Education and Technology Conference (FLEAT VI), 8 2015.
  14. Yancong Su and Hajime Murao. A study on human gait analysis and its application to human attribute recognition. ICIC Express Letters, 9(5):1427-1433, 5 2015.
  15. D. Moritz Marutschke and Hajime Murao. Short study on complexity and feasibility of deterministic epidemiological models to track knowledge propagation in scientific publications. ICIC Express Letters, 8(4):1081-1088, 4 2014.
  16. Hajime Murao. Personality estimation from sns messages and its application to evaluate city personality. In Proc. of the 4th International Workshop for Innovations in Information and Communication Science and Technology (IICST2014), page Paper #39, 2014. CD-Paper.
  17. Hajime Murao. Personality estimation from sns messages and its application to evaluating a city personality. Procedia Technology, 18:72-79, 12 2014.
  18. Yancong Su and Hajime Murao. Extracting feature values from human gait by using lpc cepstrum analysis for attribute recognition. ICIC Express Letters, 8(3):815-820, 3 2014.
  19. D. Moritz Marutschke and Hajime Murao. Cultural characteristics of knowledge propagation in scientific publications - japan, china, and worldwide. In Proc. of the Third International Workshop of the Innovations in Information and Communication Science and Technology (IICST), pages 39-44, 2013.
  20. D. Moritz Marutschke and Hajime Murao. Epidemiological modeling of knowledge propagation in scientific publications. ICIC Express Letters, 7(3):923-928, 3 2013.
  21. Masato Nagayoshi, Hajime Murao, and Hisashi Tamaki. Reinforcement learning for dynamic environment: a classification of dynamic environments and a detection method of environmental changes. Artificial Life and Robotics, 18(1-2):104-108, 12 2013.
  22. Yancong Su and Hajime Murao. A study on feature extraction from human body motion by using cepstrum analysis. ICIC Express Letters, 7(3B):1011-1015, 3 2013.
  23. Yancong Su and Hajime Murao. A study on human attribute recognition by applying lpc cepstrum analysis to human gait. In Proc. of the Third International Workshop of the Innovations in Information and Communication Science and Technology (IICST), pages 1-6, 2013.
  24. D. Moritz Marutschke and Hajime Murao. Parameter-wise clustering of epidemiological models to map knowledge propagation in scientificpublications. In Proc. of the Second International Workshop of the Innovations in Information and Communication Science and Technology (IICST), pages 9-16, 2012.
  25. Asako Ohno and Hajime Murao. Wm algorithm: A new similarity measure for natural language based on author's writing style. ICIC Express Letters, 6(4):871-877, 4 2012.
  26. Yancong Su and Hajime Murao. A study on human behavior recognition using discrete hmm and continuous hmm. ICIC Express Letters, 6(3):791-796, 3 2012.
  27. Tsutomu Inamoto, Takuya Matsumoto, Chikara Ohta, Hisashi Tamaki, and Hajime Murao. An implementation of dynamic programming for many-core computers. In Proc. of SICE Annual Conference 2011, pages 961-966, 9 2011.
  28. Masato Nagayoshi, Hajime Murao, and Hisashi Tamaki. Adaptive co-construction of state and action spaces in reinforcement learning. In Proc. of the 16th Int. Symp. on Artificial Life and Robotics, pages 589-592, 2011.
  29. Asako Ohno and Hajime Murao. 5wm algorithm: A new similarity measure for natural language based on author's writing style. In Proc. of the Sixth Int. Conf. on Innovative Computing, Information and Control (ICICIC 2010), 12 2011.
  30. Asako Ohno and Hajime Murao. A two-step in-class source code plagiarism detection method utilizing improved cm algorithm and sim. Int. J. of Innovative Computing, Information and Control (IJICIC), 7(8):4729-4739, 8 2011.
  31. Yancong Su and Hajime Murao. A study on human behavior recognition using discrete hmm and continuous hmm. In Proc. of the Sixth Int. Conf. on Innovative Computing, Information and Control (ICICIC 2010), 12 2011.
  32. 永吉 雅人, 村尾 元, and 玉置 久. 連続行動空間への適用を考慮したswitching強化学習. 電気学会論文誌C, 131(5):976-982, 2011.
  33. Tsutomu Inamoto, Chikara Ohta, Hisashi Tamaki, and Hajime Murao. An approach employing polysemous rules to complement legacy rules for the elevator operation. Journal of Advanced Mechanical Design Systems, and Manufacturing, 4(3):651-663, 2010.
  34. Masato Nagayoshi, Hajime Murao, and Hisashi Tamaki. A reinforcement learning with switching controllers for a continuous action space. Artificial Life and Robotics, 15(1):97-100, 2010.
  35. Masato Nagayoshi, Hajime Murao, and Hisashi Tamaki. Switching reinforcement learning to mimic an infant's motor development -- application to two-dimensional continuous action space --. In Proc. of the SICE Annual Conference 2010, pages 243-246, 2010.
  36. Asako Ohno and Hajime Murao. An author identification of in-class source codes by using the forward-backward coding models. In Proc. of the Fifth Int. Conf. on Innovative Computing, Information and Control (ICICIC 2010), 12 2010.
  37. Asako Ohno and Hajime Murao. Work in progress - a novel methodology to reduce instructors' and students' psychological burdens in source code plagiarism detection. In Proc. of the 40th Annual Frontiers in Education Conference (FIE2010), pages S3D-1 -- S3D-2, 10 2010.
  38. Asako Ohno, Tsutomu Inamoto, and Hajime Murao. Fundamental study of clustering images generated from customer trajectory by using self-organizing maps. ICIC Express Letters, 4(5B):1979-1984, 10 2010.
  39. Yancong Su and Hajime Murao. Estimating energy expenditure of mobile device users using hmm. In Proc. of the 2nd Int. Conf. on Intelligent Computing and Intelligent Systems (ICIS2010), volume 2, pages 493-496, 10 2010.
  40. Tsutomu Inamoto, Hisashi Tamaki, and Hajime Murao. Dynamic programming on reduced models and its evaluation through its application to elevator operation problems. SICE Journal of Control, Measurement, and System Integration, 2(4):213-221, 2009.
  41. Asako Ohno and Hajime Murao. Modeling and quantification of superficial features extracted from source codes: In consideration of fluctuation of description among learning data. In Proc. of the Fourth Int. Conf. on Innovative Computing, Information and Control (ICICIC 2009), 12 2009. CD-Paper.
  42. Asako Ohno and Hajime Murao. A new similarity measure for in-class source code plagiarism detection. International Journal of Innovative Computing, Information and Control, 5(11B):4237-4247, 2009.
  43. Asako Ohno and Hajime Murao. A similarity measuring method for images based on the feature extraction algorithm using reference vectors. International Journal of Innovative Computing, Information and Control, 5(3):763-771, 2009.
  44. Yancong Su, Michihiro Namba, and Hajime Murao. Solving a timetabling problem using distributed genetic algorithm. ICIC Express Letters, 3(4A):1055-1060, 2009.
  45. 永吉 雅人, 村尾 元, and 玉置 久. Pomdpsでの強化学習における状態フィルタ. 計測自動制御学会論文誌, 45(1):41-50, 2009.
  46. 稲元 勉, 太田 能, 玉置 久, and 村尾 元. 記号的2値符号化スキームに基づいた動的計画法の代数計算による効率化. 電気学会論文誌部門誌C, 129-C(7):1237-1245, 2009.
  47. Asako Ohno and Hajime Murao. A quantification of students coding style utilizing hmmbased coding models for in-class source code plagiarism detection. In Proc. of the Third Int. Conf. on Innovative Computing, Information and Control (ICICIC 2008), 2008. CD-Paper.
  48. 稲元 勉, 玉置 久, and 村尾 元. エレベータ運行計画問題に対する動的計画法の一構成と状態遷移モデルの縮約による効率化. 計測自動制御学会論文誌, 44(2):174-182, 2008.
  49. 大野 麻子 and 村尾 元. 参照ベクトルを用いたソースコード間の類似性検出. 電気学会論文誌部門誌C, 128(1):133-142, 2008.
  50. Takuya Matsumoto, Hajime Murao, and Hisashi Tamaki. Controlling residential co-generation system based on hierarchical decentralized model. In Proc. of the 12th IEEE Int. Conf. on Emerging Technologies and Factory Automation(ETFA2007), 2007. CD-Paper.
  51. Asako Ohno and Hajime Murao. Measuring source code similarity using reference vectors. Int. J. of Innovative Computing, Information and Control (IJICIC), 3(3):525-537, 2007.
  52. Asako Ohno and Hajime Murao. A multi-reference pronunciation scoring for a computer-assisted pronunciation learning tool. In Proceedings of the 8th International Conference on Information Technology Based Higher Education and Training (ITHET2007), 2007. CD-Paper.
  53. Asako Ohno and Hajime Murao. A similarity measuring method for images based on the feature extraction algorithm using reference vectors. In Proc. of the Second Int. Conf. on Innovative Computing, Information and Control (ICICIC 2007), 2007. CD-Paper.
  54. Takuya Matsumoto, Hisashi Tamaki, and Hajime Murao. Planning and control of residential co-generation systems based on a hierarchically decentralized model. In Proc. of the 6th Int. Symp. on Emergent Synthesis, pages 199-204, 2006.
  55. Masato Nagayoshi, Hajime Murao, and Hisashi Tamaki. A state space filter for reinforcement learning. In Proc. of the 11th Int. Symp. on Artificial Life and Robotics, 2006. CD-Paper (GS1-3).
  56. Masato Nagayoshi, Hajime Murao, and Hisashi Tamaki. A state space filter for reinforcement learning in pomdps -- application to a continuous state space --. In Proc. of the SICE-ICASE Int. Joint Conf. 2006, 2006. CD-Paper.
  57. Asako Ohno and Hajime Murao. Measuring source code similarity using reference vector. In Proc. of the First Int. Conf. on Innovative Computing, Information and Control (ICICIC 2006), pages 92-95, 2006.
  58. 永吉 雅人, 村尾 元, and 玉置 久. 強化学習における状態フィルタの提案と一実現方法. 電気学会論文誌部門誌C, 126(7):832-839, 2006.
  59. 松本 卓也, 玉置 久, 村尾 元, and 北村新三. 資源循環システムの自律分散型モデルとシミュレーション. 電気学会論文誌部門誌C, 126(7):888-897, 2006.
  60. 稲元 勉, 玉置 久, and 村尾 元. 遺伝的機械学習によるエレベータ運行ルールの獲得手法. 電気学会論文誌部門誌C, 126(6):761-770, 2006.
  61. Kiyohiro Omori, Hisashi Tamaki, Hajime Murao, Shinzo Kitamura, and Satoshi Maekawa. Parallelization of genetic algorithm with sexual selection. Electrical Enginnering in Japan, 150(1):42-49, 2005.
  62. Kazutoshi Sakakibara, Hisashi Tamaki, Hajime Murao, and Shinzo Kitamura. Metaheuristics approach for rule acquisition in flexible shop scheduling problems. Metaheuristics: Progress as Real Problem Solvers, pages 243-258, 2005.
  63. 松本 卓也, 玉置 久, 村尾 元, 北村 新三, and 前田 和男. 階層型自律分散モデルによる高速道路交通シミュレーション. システム制御情報学会論文誌, 18(12):42-49, 2005.
  64. Harald Galda, Hajime Murao, Hisashi Tamaki, and Shinzo Kitamura. Dermoscopic image segmentation by a self-organizing map and fuzzy genetic clustering. IEICE Transactions on Information and Systems, E87-D(9):2195-2203, 2004.
  65. Kazutoshi Sakakibara, Hisashi Tamaki, Shinzo Kitamura, and Hajime Murao. Composition and acquisition of rules for flexible shop scheduling problems. In Proceedings of the Int. Symp. on Scheduling 2004 (ISS'04), pages 174-179, 2004.
  66. Hisashi Tamaki, Hajime Murao, and Shinzo Kitamura. Numerical study of a metaheuristic-based solution for parallel machine scheduling with earliness/tardiness penalty. In Proc. of the 2004 Japan-USA Symp. on Flexible Automation, 2004. CD-Paper (#JL023).
  67. Hisashi Tamaki, Hajime Murao, and Shinzo Kitamura. Simulation-based optimization model and metaheuristic solution of multiple crane scheduling problems. In Proc. of the Int. Conf. on Systems, Man and Cybernetics 2004 (IEEE-SMC'04), pages 1469-1474, 2004.
  68. Hisashi Tamaki, Kazutoshi Sakakibara, Hajime Murao, and Shinzo Kitamura. Optimization model and simulation-based solution for a class of crane scheduling problems. In Proc. of the 2004 IEEE Conf. on Control Applications (CCA'04), pages 902-905, 2004. CD-Paper (FrM03.4).
  69. 榊原 一紀, 玉置 久, 村尾 元, and 北村 新三. フレキシブルショップ・スケジューリング問題の数理計画モデルに基づくハイブリッド解法. システム制御情報学会論文誌, 17(6):257-263, 2004.
  70. 榊原 一紀, 玉置 久, 村尾 元, and 北村 新三. フレキシブルショップ問題への遺伝的機械学習アプローチ -- リアルタイム・スケジューリングのためのルール獲得法 --. 情報処理学会論文誌:数理モデル化と応用, 45(SIG 2(TOM 10)):91-98, 2004.
  71. 稲元 勉, 玉置 久, 村尾 元, and 北村 新三. 分枝限定法によるエレベータ運行計画問題の静的最適化 -- 連続時間モデルに基づく分枝限定アルゴリズムの一構成方法 --. 神戸大学大学院自然科学研究科紀要, 22(B):13-20, 2004.
  72. Harald Galda, Hajime Murao, Hisashi Tamaki, and Shinzo Kitamura. Skin image segmentation using a self-organizing map and genetic algorithms. 電気学会論文誌部門誌C, 123(11):2056-2062, 2003.
  73. Takuya Matsumoto, Hisashi Tamaki, Hajime Murao, and Shinzo Kitamura. Simulation-based study on resources circulation systems -- an autonomous decentralized model and agent-based simulation --. In Proc. of the 2003 IEEE Int. Symp. on Computational Intelligence in Robotics and Automation, pages 1387-1392, 2003.
  74. Hajime Murao, Hisashi Tamaki, and Shinzo Kitamura. A coevolutionary approach to adapt the genotype-phenotype map in genetic algorithms. Artificial Life and Robotics, 6(4):221-227, 2003.
  75. Kazutoshi Sakakibara, Hisashi Tamaki, Hajime Murao, and Shinzo Kitamura. Metaheuristics approach for rule acquisition in flexible shop scheduling problems. In Proc. of the 4th Metaheuristics International Conference (MIC'03), 2003. CD-Paper (#65).
  76. Hisashi Tamaki, Hajime Murao, and Shinzo Kitamura. A heuristic-based hybrid solution for parallel machine scheduling problems with earliness and tardiness penalties. In Proc. of the 9th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA'03), pages 239-244, 2003.
  77. Hisashi Tamaki, Kazutoshi Sakakibara, Hajime Murao, and Shinzo Kitamura. Rule acquisition for production scheduling --- a genetics-based machine learning approach to flexible shop scheduling. In Proc. of the SICE Annual Conference 2003, pages 252-257, 2003.
  78. 榊原 一紀, 玉置 久, 村尾 元, 北村 新三, 岩谷 敏治, and 松田 浩一. リアルタイムスケジューリングに対する遺伝的機械学習アプローチ. 電気学会論文誌部門誌C, 123(4):823-831, 2003.
  79. 稲元 勉, 玉置 久, 村尾 元, and 北村 新三. エレベータ運行計画問題の静的最適化モデルと分子限定法. 電気学会論文誌部門誌C, 123(7):1334-1340, 2003.
  80. Harald Galda, Hajime Murao, Hisashi Tamaki, and Shinzo Kitamura. Application of self-organization map to the segmentation of color images. Memoire of Faculty of Engineering, Kobe Univ., 49:57-63, 2002.
  81. Tsutomu Inamoto, Hisashi Tamaki, Hajime Murao, and Shinzo Kitamura. An application of branch-and-bound method to deterministic optimization model of elevator operation problems. In Proc. of the SICE Annual Conference 2002, pages 1345-1350, 2002.
  82. Hajime Murao, Hisashi Tamaki, and Shinzo Kitamura. Adaptive state acuisition in modular reinforcement learning. In Proceedings of the 4th Int. Workshop on Emergent Synthesis (IWES'02), pages 41-46, 2002.
  83. Hajime Murao, Hisashi Tamaki, and Shinzo Kitamura. A coevolutionary approach to adapt the genotype-phenotype map in genetic algorithms. In Proceedings of the 2002 IEEE World Congress on Computational Intelligence, pages 1612-1617, 2002.
  84. Hajime Murao, Hisashi Tamaki, and Shinzo Kitamura. A modular reinforcement learning with adaptive module acquisition. In Proceedings of 2002 IEEE Int. Conf. on Systems, Man and Cybernetics(SMC'02), 2002. MP1F3(on CD-ROM).
  85. Hajime Murao, Hisashi Tamaki, and Shinzo Kitamura. Realizing the quadruped robot walking by using reinforcement learning. In Proceedings of the 6th World Muticonference on Systemics, Cybernetics, and Informatics, 2002. also published on CD-ROM.
  86. Kazutoshi Sakakibara, Hisashi Tamaki, Hajime Murao, and Shinzo Kitamura. Mathematical modeling and hybrid solution for a class of flexible shop scheduling problems. In Proc. of International Symposium on Scheduling 2002, pages 93-96, 2002.
  87. Kazutoshi Sakakibara, Hisashi Tamaki, Hajime Murao, and Shinzo Kitamura. Toward a real-time scheduling for a class of flexible shop problems. In Proc. of the SICE Annual Conference 2002, pages 1379-1384, 2002.
  88. Hisashi Tamaki, Hajime Murao, Shige Furuta, and Shinzo Kitamura. Emergent design of passive filter circuit --- a case of using multi-objective genetic programming. In Proc. of the 4th International Workshop on Emergent Synthesis (IWES'02), pages 103-108, 2002.
  89. Hisashi Tamaki, Hajime Murao, and Shinzo Kitamura. Decision-making strategies for decentralized production planning and scheduling. In Proceedings of IEEE International Symposium on Industrial Electronics 2002 (ISIE'02), pages 1352-1357, 2002.
  90. Hisashi Tamaki, Kazutoshi Sakakibara, Hajime Murao, and Shinzo Kitamura. Modeling and meta-heuristic solution for flexible shop scheduling. In Proc. of the 15th Triennial World Congress of IFAC (IFAC'02), 2002. CD-Paper.
  91. 村尾 元, 山本 晃生, 玉置 久, and 北村 新三. 解候補の遺伝子表現を適応的に探索する共進化型遺伝的アルゴリズム. 計測自動制御学会論文集, 38(2):193-200, 2002.
  92. 北村 新三 and 村尾 元. 創発的システム理論の基礎的研究. TELECOM FRONTIER(SCAT TECHNICAL JOURNAL), 34:30-40, 2002.
  93. Hajime Murao, Takahiko Kamitsuji, and Shinzo Kitamura. Adaptive module acquisition in modular reinforcement learning. In N. Baba, L.C. Jain, and R.J. Howlett, editors, Knowledge-based Intelligent Information Engineering Systems & Allied Technologies (KES'2001), volume 1, pages 318-323. IOS Press, 2001.
  94. Hajime Murao, Victor V. Kryssanov, Hisashi Tamaki, and Shinzo Kitamura. Realizing the laws of evolutionary design. In Proceedings of the 2001 Int. CIRP Design Seminar, pages 169-174, 2001.
  95. Hajime Murao, Hisashi Tamaki, and Shinzo Kitamura. A coevolutionary approach to relax difficulty in determining the genotype-phenotype map in genetic algorithms. In Proceedings of the 3rd Int. Workshop on Emergent Synthesis (IWES'01), pages 51-56, Mar 2001.
  96. Hajime Murao, Hisashi Tamaki, and Shinzo Kitamura. Walking pattern acquisition for quadruped robot by using modular reinforcement learning. In Proceedings of 2001 IEEE Int. Conf. on Systems, Man and Cybernetics (SMC2001), pages 1402-1405, 2001.
  97. Hajime Murao, Akio Yamamoto, Hisashi Tamaki, and Shinzo Kitamura. A coevolutionary approach to adaptive encoding for genetic algorithms. In Proceedings of the Sixth Int. Symp. on Artificial Life and Robotics (AROB 6th'01), pages 164-167, Jan 2001.
  98. Hisashi Tamaki, Tamami Ono, Hajime Murao, and Shinzo Kitamura. Modeling and genetic solution of a class of flexible job shop scheduling problems. In Proceedings of the 8th IEEE Int. Conf. on Emerging Technologies and Factory Automation, pages 343-350, Oct 2001.
  99. Tsutomu Inamoto, Hajime Murao, Victor V. Kryssanov, Yasuo Kurematsu, and Shinzo Kitamura. Designing a pattern generator for a walking robot by modeling the human creative process. In Proceedings of the Fifth Int. Symp. on Artificial Life and Robotics (AROB 5th'00), pages 809-812, Jan 2000.
  100. Hajime Murao and Shinzo Kitamura. Acquisition of the internal state space of learning agents as a representation of the environment. In Proceedings of the 4th World Muticonference on Systemics, Cybernetics, and Informatics (SCI2001/ISAS2001), volume 3, pages 282-287, 2000.
  101. Hajime Murao and Shinzo Kitamura. Building up embodiment in learning agents. In Proceedings Supplement of the Sixth Int. Conf. on Simulation of Adaptive Bhavior (SAB2000), pages 170-177, 2000.
  102. Hajime Murao and Shinzo Kitamura. Building up embodiment in learning agents using a gaussian radial basis function neural network. J. of Robotics and Mechatronics, 12(6):656-663, Dec 2000.
  103. Hajime Murao and Shinzo Kitamura. Evolution of learning in neural networks as a coordinated behavior of neuron-level learning rules. In Proceedings of the 7th Int. Conf. on Neural Information Processing (NIPS-2000), pages 744-749, 2000.
  104. 北村 新三, 角田 譲, 村尾 元, 後藤 淳, and 小藪 正哉. 逆問題としての設計論と創発的計算法の適用. 計測自動制御学会論文集, 36(1):90-97, 2000.
  105. Hajime Murao and Shinzo Kitamura. Internal state acquisition for reinforcement learning agent by using radial basis function neural network. In Proceedings of the Fourth Int. Symp. on Artificial Life and Robotics (AROB 4th'99), pages 287-290, 1999.
  106. Hajime Murao, Kousuke Tohmata, Masami Konishi, and Shinzo Kitamura. Pheromone based transportation scheduling system for the multi-vehicle routing problem. In Proceedings of 1999 IEEE Int. Conf. on Systems, Man and Cybernetics (SMC'99), volume 4, pages 430-434, 1999.
  107. Victor V. Kryssanov, Hisashi Tamaki, Hajime Murao, and Shinzo Kitamura. Building up and making use of a design repository --- an evolutionary approach perspective. In Proceedings of the International Symposium on Manufacturing Strategy '98 (ISMS'98), pages 220-225, 1998.
  108. Hajime Murao and Shinzo Kitamura. An adaptive state space design for reinforcement learning. In Proceedings of the Third Int. Symp. on Artificial Life and Robotics (AROB III'98), pages 85-88, 1998.
  109. Hajime Murao and Shinzo Kitamura. Applications of emergent synthesis to linear passive filters and multi-link moving robots. In Proceedings of Workshop on the Methodology of Emergent Synthsis (WMES'98), pages 81-84, 1998.
  110. Hajime Murao and Shinzo Kitamura. Incremental quantization of the continuous sensor space for learning agents. In Proceedings of the 5th Int. Conf. on Intelligent Autonomous System (IAS-5), pages 272-279, 1998.
  111. Hajime Murao and Shinzo Kitamura. Incremental state acquisition for Q-learning by adaptive gaussian soft-max neural network. In Proceedings of 1998 A Joint Conf. on the Science and Technology of Intelligent Systems (ISIC/CIRA/ISAS'98), pages 465-470, 1998.
  112. Hajime Murao and Shinzo Kitamura. Online scheduling of a multi-robot system by using genetic algorithms. In Proceedings of 1998 IEEE Int. Symp. on Industrial Electronics (ISIE'98), pages 720-725, 1998.
  113. Hajime Murao and Shinzo Kitamura. Evolution of locally defined learning rules and their coordination in feedforward neural networks. Artificial Life and Robotics, 1(2):89-94, 1997.
  114. Hajime Murao and Shinzo Kitamura. Q-learning with adaptive state segmentation (QLASS). In Proceedings of the 1997 IEEE Int. Symp. on Computational Intelligence in Robotics And Automation (CIRA97), pages 179-184, 1997.
  115. Hajime Murao and Shinzo Kitamura. Q-learning with adaptive state space construction. In Proceedings of the 6th European Workshop on Learning Robots (EWLR-6), pages 4-13, 1997.
  116. Hajime Murao and Shinzo Kitamura. QLASS: an ehancement of Q-learning to generate state space adaptively. In Proceedings of the Fourth European Conf. on Artificial Life(ECAL97), 1997.
  117. 村尾 元 and 北村 新三. 局所学習ニューラルネットワークにおける大域的学習則の創発. 電気学会論文誌部門誌C, 117(7):881-887, 1997.
  118. Hajime Murao and Shinzo Kitamura. Evolution of locally defined learning rules and their coordination in feedforward neural networks. In Proceedings of Int. Symp. on Artificial Life and Robotics (AROB) 1st, pages 183-186, Feb 1996.
  119. Hajime Murao, Ikuko Nishikawa, Shinzo Kitamura, Michio Yamada, and Pingping Xie. A hybrid neural network system for the rainfall estimation using satellite imagery. In Proceedings of 1993 Int. Joint Conf. on Neural Networks, volume 2, pages 1211-1214, Oct 1993.

Books

  1. Masato Nagayoshi, Hajime Murao, and Hisashi Tamaki. An entropy-guided adaptive co-construction method of state and action spaces in reinforcement learning. volume 8834 of Lecture Notes in Computer Science, ISBN978-3-319-12637-1, pages 119-126. Springer, 2014.
  2. 村尾 元. 文化研究に対する科学的方法論. In 岡田 浩樹 and 定延 利之, editors, 可能性としての文化情報リテラシー, ISBN978-4-89476-499-6, pages 251-263. ひつじ書房, 2010.
  3. Hajime Murao and Shinzo Kitamura. Q-learning with adaptive state space construction. In Andreas Birk and John Demiris, editors, Learning Robots, volume 1545 of Lecture Notes in Artificial Intelligence, ISBN3-540-49240-2, pages 13-28. Springer-Verlag, 1999.