Hisashi Handa, Dr

Hisashi Handa, Dr.
Assistant Professor
Graduate School of Natural Science and Technology
Okayama University, Tsushima-Naka 3-1-1, Okayama 700-8530, JAPAN
+81 86 251 8250

Publications

Refered Journals

H. Ishibuchi, H. Handa: "Recent Advances in Evolutionary Computation," Transaction of the Japanese Society for Evolutionary Computation, 1(1) 15-22, 2010 (in Japanese)
H. Handa: "Constitution of Ms.PacMan player with critical-situation learning mechanism," International Journal of Knowledge Engineering and Soft Data Paradigms, 2(3) 237-250, 2010
Tokue Nishimura, Hisashi Handa: "Rule acquisition for cognitive agents by using estimation of distribution algorithms," International Journal of Knowledge Engineering and Soft Data Paradigms, 2(3) 224-236, 2010
H. Handa: "Estimation of Distribution Algorithms for Solving Reinforcement Learning Problems," IEEJ Transaction on Electronics, Information and Systems, 130(5) 758-765, 2010 (in Japanese)

H. Suto, H. Kawakami, H. Handa: "Introducing Loose Constraints into Hyperlinks," Journal of the Japan Society of Kansei Engineering, 9(1) 11-18, 2009 (in Japanese)

H. Handa: "The Effectiveness of Mutation Operation in the case of Estimation of Distribution Algorithms," Journal of Biosystems, 87(2-3) 243-251, 2007

H. Handa, L. Chapman, X. Yao: "Robust Route Optimization for Gritting/Salting Trucks: A CERCIA Experience," IEEE Computational Intelligence Magazine, 1(1) 6-9, 2006

H. Handa: "Solving Constraint Satisfaction Problems by Memetic Algorithms Using Estimation of Distribution Algorithms," Transactions of the Japanese Society for Artificial Intelligence, 19(5) 405-412, 2004 (in Japanese)

H. Handa, A. Ninomiya, T. Horiuchi, T. Konishi, M. Baba: "An Incremental State-Space Construction Based on the Notion of Contradiction for Reinforcement Learning," Transactions of the Society of Instrument and Control Engineers, 38(5) 469-476, 2002 (in Japanese)
H. Handa, T. Horiuchi, O. Katai, M. Baba: "A Novel Hybrid Framework of Coevolutionary GA and Machine Learning," International Journal of Computational Intelligence and Applications, 2(1) 33-52, 2002
M. Baba, K. Ohtani, M Imai, H. Handa: "A New Rangefinder for Three-Dimensional Shape Measurement of Objects with Unknown Reflectance," The transactions of the Institute of Electronics, Information and Communication Engineers, J85-D-II(6) 1025-1037, 2002 (in Japanese)
M. Baba, T. Konishi, H. Handa: "Shape Measurement of Columnar Objects with Specular Surfaces by Slit Ray Projection Method," Systems and Computers in Japan, 33(4) 50-60, 2002

H. Handa, K. Watanabe, K. Katai, T. Konishi, M. Baba: "Coevolutionary GA with a Stochastic Genetic Repair Operator for Solving Constraint Satisfaction Problems," Transactions of the Society of Instrument and Control Engineers, 37(6) 567-576, 2001 (in Japanese)

M. Baba, K. Katai, H. Handa: "Shape Measurement of Columnar Objects with Specular Surfaces by Slit Ray Projectiton Method," The transactions of the Institute of Electronics, Information and Communication Engineers, J83-D-II(8) 1773-1782, 2000 (in Japanese)

H. Handa, K. Katai, N. Baba, T. Sawaragi, T. Konishi, M. Baba: "Proposal of a New Genetic Algorithm Utilizing a Mechanism of Co-Evolution," Transactions of the Society of Instrument and Control Engineers, 35(11) 1438-1446, 1999 (in Japanese)

H. Handa, O. Katai, N. Baba, T. Sawaragi: "Coevolutionary searching method by double-layered populaion with genetic information exchange," Australian Journal of Intelligent Information Processing Systems, 4(3/4) 196-205, 1998

N. Baba, H. Handa: "Utilization of Neural Network for Constructing a User Friendly Decision Support System to Deal Stocks," Journal of Japan Association of Simulation And Gaming, 5(1) 62-68, 1995 (in Japanese)

H. Ishibuchi, H. Handa: "Recent Advances in Evolutionary Computation," Transaction of the Japanese Society for Evolutionary Computation, 1(1) 15-22, 2010 (in Japanese)
H. Handa: "Constitution of Ms.PacMan player with critical-situation learning mechanism," International Journal of Knowledge Engineering and Soft Data Paradigms, 2(3) 237-250, 2010
Tokue Nishimura, Hisashi Handa: "Rule acquisition for cognitive agents by using estimation of distribution algorithms," International Journal of Knowledge Engineering and Soft Data Paradigms, 2(3) 224-236, 2010
H. Handa: "Estimation of Distribution Algorithms for Solving Reinforcement Learning Problems," IEEJ Transaction on Electronics, Information and Systems, 130(5) 758-765, 2010 (in Japanese)
H. Suto, H. Kawakami, H. Handa: "Introducing Loose Constraints into Hyperlinks," Journal of the Japan Society of Kansei Engineering, 9(1) 11-18, 2009 (in Japanese)
H. Handa: "The Effectiveness of Mutation Operation in the case of Estimation of Distribution Algorithms," Journal of Biosystems, 87(2-3) 243-251, 2007
H. Handa, L. Chapman, X. Yao: "Robust Route Optimization for Gritting/Salting Trucks: A CERCIA Experience," IEEE Computational Intelligence Magazine, 1(1) 6-9, 2006
H. Handa: "Solving Constraint Satisfaction Problems by Memetic Algorithms Using Estimation of Distribution Algorithms," Transactions of the Japanese Society for Artificial Intelligence, 19(5) 405-412, 2004 (in Japanese)
H. Handa, A. Ninomiya, T. Horiuchi, T. Konishi, M. Baba: "An Incremental State-Space Construction Based on the Notion of Contradiction for Reinforcement Learning," Transactions of the Society of Instrument and Control Engineers, 38(5) 469-476, 2002 (in Japanese)
H. Handa, T. Horiuchi, O. Katai, M. Baba: "A Novel Hybrid Framework of Coevolutionary GA and Machine Learning," International Journal of Computational Intelligence and Applications, 2(1) 33-52, 2002
M. Baba, K. Ohtani, M Imai, H. Handa: "A New Rangefinder for Three-Dimensional Shape Measurement of Objects with Unknown Reflectance," The transactions of the Institute of Electronics, Information and Communication Engineers, J85-D-II(6) 1025-1037, 2002 (in Japanese)
M. Baba, T. Konishi, H. Handa: "Shape Measurement of Columnar Objects with Specular Surfaces by Slit Ray Projection Method," Systems and Computers in Japan, 33(4) 50-60, 2002
H. Handa, K. Watanabe, K. Katai, T. Konishi, M. Baba: "Coevolutionary GA with a Stochastic Genetic Repair Operator for Solving Constraint Satisfaction Problems," Transactions of the Society of Instrument and Control Engineers, 37(6) 567-576, 2001 (in Japanese)
M. Baba, K. Katai, H. Handa: "Shape Measurement of Columnar Objects with Specular Surfaces by Slit Ray Projectiton Method," The transactions of the Institute of Electronics, Information and Communication Engineers, J83-D-II(8) 1773-1782, 2000 (in Japanese)
H. Handa, K. Katai, N. Baba, T. Sawaragi, T. Konishi, M. Baba: "Proposal of a New Genetic Algorithm Utilizing a Mechanism of Co-Evolution," Transactions of the Society of Instrument and Control Engineers, 35(11) 1438-1446, 1999 (in Japanese)
H. Handa, O. Katai, N. Baba, T. Sawaragi: "Coevolutionary searching method by double-layered populaion with genetic information exchange," Australian Journal of Intelligent Information Processing Systems, 4(3/4) 196-205, 1998
N. Baba, H. Handa: "Utilization of Neural Network for Constructing a User Friendly Decision Support System to Deal Stocks," Journal of Japan Association of Simulation And Gaming, 5(1) 62-68, 1995 (in Japanese)

Books

N. Baba, L.C. Jain, and H. Handa (Editors): Advanced Intelligent Paradigms in Computer Games, Springer-Verlag Berlin and Heidel- berg GmbH & Co. K, 2007
N. Baba, and H. Handa: "COMMONS GAME Made More Exciting by an Intelligent Utilization of the Two Evolutionary Algorithms," in Advanced Intelligent Paradigms in Computer Games, Springer-Verlag Berlin and Heidel- berg GmbH & Co. K, 1-16, 2007
H. Handa, L. Chapman, and X. Yao: "COMMONS GAME Made More Exciting by an Intelligent Utilization of the Two Evolutionary Algorithms," in Evolutionary Computation in Dynamic and Uncertain Environments, Springer-Verlag Berlin and Heidel- berg GmbH & Co. K, 497-517, 2007
O. Katai and H. Handa: "Evolution of Evolutionary Computation," in Handbook of Evolutionary Technology: Computation and Application, Kindai Kagaku Sha, 1-8, 2010 (in Japanese)
H. Handa: "Other Representations," in Handbook of Evolutionary Technology: Computation and Application, Kindai Kagaku Sha, 50-54, 2010 (in Japanese)
H. Handa: "Probabilistic Model Builiding GA," in Handbook of Evolutionary Technology: Computation and Application, Kindai Kagaku Sha, 133-147, 2010 (in Japanese)

International Conferences

H. Handa, H. Kawakami: "Dimension reduction by Manifold Learning for Evolutionary Learning with redundant sensory inputs," IEEE Congress on Evolutionary Computation, 1-6, 2010
H. Handa, H. Kawakami: "Evolutionary algorithms for gesture segmentation," Proc. SICE Annual Conference 2010, 1722-1723, 2010
Norio Baba, Hisashi Handa, Mariko Kusaka, Masaki Takeda, Yuriko Yoshihara, Keisuke Kogawa: "Utilization of Evolutionary Algorithms for Making COMMONS GAME Much More Exciting," KES (3), 555-561, 2010
Hisashi Handa: "Experimental Analysis of the Effect of Dimensionality Reduction on Instance-Based Policy Optimization," PRICAI, 433-444, 2010
Hisashi Handa: "Neuroevolution with Manifold Learning for Playing Mario," Proc. the 14th Asia Pacific Symposium on Intelligent and Evolutionary Systems, 2010

H. Handa: "EDA-RL: estimation of distribution algorithms for reinforcement learning problems," Proceedings of the 2009 Genetic and Evolutionary Computation Conference, 405-412, 2009
H. Handa: "Detection of critical situations by CMAC+Q-learning for PacMan agents," Proceedings of 2009 IEEE International Conference on Networking, Sensing and Control, 124-129, 2009
H. Handa: "Solving Multi-Objective Reinforcement Learning Problems by EDA-RL - Acquisition of Various Strategies," Proceedings of the 9th International Conference on Intelligent Systems Design and Applications, 426-431, 2009
H. Tsubota, H. Handa: "Evolving FPS Game Players by Using Continuous EDA-RL," Proceedings of the 5th International Workshop on Computational Intelligence and Applications, 143-146, 2009
H. Handa: "Rule Induction by EDA with Instance-Subpopulations," Proceedings of the 5th International Workshop on Computational Intelligence and Applications, 3-7, 2009

H. Handa, M. Isozaki: "Evolutionary Fuzzy Systems for Generating Better Ms.PacMan Players," Proceedings of the 2008 IEEE World Congress on Computatonal Intelligence, 2182-2185, 2008
H. Handa, T. Nishimura: "Solving Reinforcement Learning Problems by Using Estimation of Distribution Algorithms," Proceedings of SCIS and ISIS 2008, 676-681, 2008
H. Handa, S. Kajiyama: "Decision-Making of Football Agents with Support Vector Machine," Proceedings of 2008 UKACSS Control Conference, 2008

H. Handa: "Estimation of distribution algorithms with niche separation mechanism," Proceedings of the 2007 IEEE Congress on Evolutionary Computaton, 119-126, 2007
H. Suto, H. Kawakami, H. Handa: "Analyzing Information Flow between Web Designers and Users," Proceedings of the International Symposium on Humanized Systems 2007, 95-98, 2007
H. Handa, H. Kawakami, H. Suto: "User modeling in the case of artifact operation based on Channel Theory," Proceedings of 2007 SICE Annual Conference, 2282-2285, 2007
H. Kawakami, T. Shiose, O. Katai, H. Suto, H. Handa, M. Okita, H. Kawakami, T. Shiose, O. Katai, H. Suto, H. Handa and M. Okita: "ARRAY(0x87f2108)," CD-ROM Proceedings of the 11th Asia-Pacific Workshop on Intelligent and Evolutionary Systems, 2007
H. Handa, H. Suto, M. Okita, H. Kawakami: "Agent-Based Simulation of Regional Cat Activities," CD-ROM Proceedings of the 11th Asia-Pacific Workshop on Intelligent and Evolutionary Systems, 2007
H. Suto, H. Kawakami, H. Handa: "A Study of Information Flow Between Designers and Users Via Website Focused on Property of Hyper Links," Human Interface, Part I, HCI International 2007, LNCS 4557 189-198, 2007
H. Handa: "Evolutionary Computation on Multitask Reinforcement Learning Problems," Proceedings of 2007 IEEE International Conference on Networking, Sensing and Control, 685-688, 2007
H. Handa, N. Baba: "Evolutionary Computation for Designing Game Rules of the COMMONS GAME," Proceedings of IEEE Symposium on Computational Intelligence and Games (CIG 2007), 334-339, 2007
N. Baba, H. Handa: "Utilization of Evolutionary Algorithms for Making the Environmental Game Much More Exciting," Proceedings of the 2007 IEEE Congress on Evolutionary Computaton, 119-126, 2007

H. Handa: "Fitness Function for Finding out Robust Solutions on Time-Varying Functions," Proceedings of the 2006 Genetic and Evolutionary Computation Conference, 1195-1200, 2006
H. Handa, D. Lin, L. Chapman, X. Yao: "Robust Solution of Salting Route Optimisation Using Evolutionary Algorithms," Proceedings of the 2006 Congress on Evolutionary Computation (CEC'06), 3098-3105, 2006
L. Chapman, H. Handa, X. Yao: "Salting Route Optimisation using XRWIS and Evolutionary Computation," Proceedings of 13th SIRWEC Conference, 149-155, 2006

H. Handa, L. Chapman, X. Yao: "Dynamic Salting Route Optimisation using Evolutionary Computation," Proceedings of the 2005 Congress on Evolutionary Computation (CEC'05), 1 145-150, 2005
H. Handa: "Estimation of Distribution Algorithms with Mutation," Proceedings of the 5th European Conference on Evolutionary Computation in Combinatorial Optimization, LNCS 3448 112-121, 2005

H. Handa: "State Space Construction of Reinforcement Learning Agents Based upon Anticipated Sensory Changes," Proceedings of the 2004 International Joint Conference on Neural Networks, 1115-1120, 2004
H. Handa: "Mutation Can Improve the Search Capability of Estimation of Distribution Algorithms," Proceedings of the 2004 Genetic and Evolutionary Computation Conference, LNCS 3102 396-397, 2004

H. Handa: "Hybridization of Estimation of Distribution Algorithms with A Repair Method for Solving Constraint Satisfaction Problems," Proceedings of the 2003 Genetic and Evolutionary Computation Conference, LNCS 2723 991-1002, 2003
H. Handa: "Knowledge Extraction from Game Records by Using Probabilistic Model Based XCS," Proceedings of the International Simulation and Gaming Association 34th Annual Conference, 1139-1147, 2003
H. Handa, O. Katai: "Estimation of Bayesian Network Algorithm with GA searching for Better Network Structure," Proceedings of IEEE International Conference on Neural Networks and Signal Processing, 1 436-439, 2003

H. Handa, H. Kawakami, O. Katai: "An Evolutionary Computation With a Generative Encoding Method for Artifact Design," Proceedings of 4th Asia-Pacific Conference on Simulated Evolution And Learning, 183-187, 2002

T. Horiuchi, H. Handa, T. Kaneko, O. Katai: "Experimental Study on a Novel Hybrid Framework of Genetic Algorithm and Machine Learning," Proceedings of the Second Vietnam-Japan Symposium on Fuzzy Systems and Applications, 218-224, 2001
H. Handa, A. Ninomiya, T. Horiuchi, T. Konishi, M. Baba: "Adaptive State Construction for Reinforcement Learning and its Application to Robot Navigation Problems," Proceedings of the 2001 IEEE Systems Man and Cybernetics Conference, 1436-1441, 2001
H. Handa, T. Horiuchi, T. Konishi, M. Baba: "Evolving Neural Networks with Pruning Operator for Constructing Game Playing Agents," Proceedings of KES2001, 2 910-913, 2001
H. Handa, T. Horiuchi, O. Katai, T. Kaneko, T. Konishi, M. Baba: "Fusion of coevolutionary GA and machine learning techniques through effective schema extraction," Proceedings of the 2001 Genetic and Evolutionary Computation Conference, 764, 2001
H. Handa, T. Horiuchi, O. Katai, T. Kaneko, T. Konishi, M. Baba: "Coevolutionary GA with Schema Extraction by Machine Learning Techniques and Its Application to Knapsack Problems," Proceedings of the 2001 Congress on Evolutionary Computation, 2 1213-1219, 2001
H. Handa, T. Noda, T. Konishi, O. Katai, M. Baba: "Perception-Action Rule Acquisition by Coevolutionary Fuzzy Classifier System," Proceedings of IFSA/NAFIPS 2001, 2405-2410, 2001

H. Handa, A. Ninomiya, T. Horiuchi, T. Konishi, M. Baba: "An Incremental State-Segmantation Method for Reinforcement Learning Using ART Neural Network," Proceedings of the 2000 IEEE International Conference on Industrial Electronics, Control and Instrumentation, 2732-2737, 2000
H. Handa, O. Katai, T. Konishi, M. Baba: "Constraint Satisfaction on Dynamic Environments by the means of Coevolurionary Genetic Algorithms," Proceedings of the 2000 IEEE International Conference on Industrial Electronics, Control and Instrumentation, 2935-2040, 2000
H. Handa, O. Katai, T. Konishi, M. Baba: "A New Fitness Function for Discovering a lot of Satisfiable Solutions in Constarint Satisfaction Problems," Proceedings of the 2000 Congress on Evolutionary Computation, Vol.II, 2 1184-1189, 2000
H. Handa, O. Katai, T. Konishi, M. Baba: "A Study of the Adaptability of Coevolutionary GAs in the Case of Metamorphosing Constraint Structure," Proceedings of The Second Asia-Pacific Conference on Genetic Algorithms and Applications, 308-314, 2000

H. Handa, K. Watanabe, O. Katai, T. Konishi, M. Baba: "Coevolutionary Genetic Algorithm for Constraint Satisfaction with a Genetic Repair Operator for Effective Schemata Formation," Proceedings of the 1999 IEEE System Man and Cybernetics Conference, 3 617-621, 1999
H. Handa, O. Katai, T. Konishi, M. Baba: "Coevolutionary Genetic Algorithms for Solving Dynamic Constraint Satisfaction Problems," Proceedings of the 1999 Genetic and Evolutionary Computation Conference, 1 252-257, 1999

H. Handa, O. Katai, T. Sawaragi, N. Baba: "Solving Constraint Satisfaction Problems by Using Coevolutionary Genetic Algorithms," Proceedings of the 1998 IEEE International Conference on Evolutionary Computation, 21-26, 1998

H. Handa, N. Baba, O. Katai, T. Sawaragi: "Coevolutionary Genetic Algorithm with Effective Exploration and Exploitation of Useful Schemata," Proceedings of the 1997 International Conference on Neural Information Processing and Intelligent Information Systems, 1 424-427, 1997
H. Handa, N. Baba, O. Katai, T. Sawaragi, T. Horiuchi: "Genetic Algorithm involving Coevolution Mechanism to Search for Effective Genetic Information," Proceedings of the 1997 IEEE International Conference on Evolutionary Computation, 709-714, 1997

N. Baba, H. Handa: "Hierarchical Structure Stochastic Automata can Increase the Efficiency of the Back Propagation Method with Momentum," Proceedings of SPIE'96, 2760 128-138, 1996
N. Baba, H. Handa, M. Hayashi: "Utilization of Neural Network and GAs for Constructing an Intelligent Decision Support System to Deal Stocks," Proceedings of SPIE'96, 2760 164-174, 1996

N. Baba, H. Handa: "Utilization of Hierarchical Structure Stochastic Automata for the Back Propagation Method with Momentum," Proceedings of the 1995 IEEE International Conference on Neural Networks, 1 389-393, 1995
N. Baba, H. Handa: "Utilization of neural network for constructing a user friendly decision support system to deal stocks," Proceedings of the 1995 IEEE International Conference on Neural Networks, 2 818-823, 1995

N. Baba, H. Handa: "Genetic Algorithm Applied to Maze Passing Problem of Mobile Robot -A Comparison with the Learning Performance of the Hierarchical Structure Stochastic Automata," Proceedings of the 1994 IEEE International Conference on Neural Networks, 2690-2695, 1994

H. Handa, H. Kawakami: "Dimension reduction by Manifold Learning for Evolutionary Learning with redundant sensory inputs," IEEE Congress on Evolutionary Computation, 1-6, 2010
H. Handa, H. Kawakami: "Evolutionary algorithms for gesture segmentation," Proc. SICE Annual Conference 2010, 1722-1723, 2010
Norio Baba, Hisashi Handa, Mariko Kusaka, Masaki Takeda, Yuriko Yoshihara, Keisuke Kogawa: "Utilization of Evolutionary Algorithms for Making COMMONS GAME Much More Exciting," KES (3), 555-561, 2010
Hisashi Handa: "Experimental Analysis of the Effect of Dimensionality Reduction on Instance-Based Policy Optimization," PRICAI, 433-444, 2010
Hisashi Handa: "Neuroevolution with Manifold Learning for Playing Mario," Proc. the 14th Asia Pacific Symposium on Intelligent and Evolutionary Systems, 2010
H. Handa: "EDA-RL: estimation of distribution algorithms for reinforcement learning problems," Proceedings of the 2009 Genetic and Evolutionary Computation Conference, 405-412, 2009
H. Handa: "Detection of critical situations by CMAC+Q-learning for PacMan agents," Proceedings of 2009 IEEE International Conference on Networking, Sensing and Control, 124-129, 2009
H. Handa: "Solving Multi-Objective Reinforcement Learning Problems by EDA-RL - Acquisition of Various Strategies," Proceedings of the 9th International Conference on Intelligent Systems Design and Applications, 426-431, 2009
H. Tsubota, H. Handa: "Evolving FPS Game Players by Using Continuous EDA-RL," Proceedings of the 5th International Workshop on Computational Intelligence and Applications, 143-146, 2009
H. Handa: "Rule Induction by EDA with Instance-Subpopulations," Proceedings of the 5th International Workshop on Computational Intelligence and Applications, 3-7, 2009
H. Handa, M. Isozaki: "Evolutionary Fuzzy Systems for Generating Better Ms.PacMan Players," Proceedings of the 2008 IEEE World Congress on Computatonal Intelligence, 2182-2185, 2008
H. Handa, T. Nishimura: "Solving Reinforcement Learning Problems by Using Estimation of Distribution Algorithms," Proceedings of SCIS and ISIS 2008, 676-681, 2008
H. Handa, S. Kajiyama: "Decision-Making of Football Agents with Support Vector Machine," Proceedings of 2008 UKACSS Control Conference, 2008
H. Handa: "Estimation of distribution algorithms with niche separation mechanism," Proceedings of the 2007 IEEE Congress on Evolutionary Computaton, 119-126, 2007
H. Suto, H. Kawakami, H. Handa: "Analyzing Information Flow between Web Designers and Users," Proceedings of the International Symposium on Humanized Systems 2007, 95-98, 2007
H. Handa, H. Kawakami, H. Suto: "User modeling in the case of artifact operation based on Channel Theory," Proceedings of 2007 SICE Annual Conference, 2282-2285, 2007
H. Kawakami, T. Shiose, O. Katai, H. Suto, H. Handa, M. Okita, H. Kawakami, T. Shiose, O. Katai, H. Suto, H. Handa and M. Okita: "ARRAY(0x87f2108)," CD-ROM Proceedings of the 11th Asia-Pacific Workshop on Intelligent and Evolutionary Systems, 2007
H. Handa, H. Suto, M. Okita, H. Kawakami: "Agent-Based Simulation of Regional Cat Activities," CD-ROM Proceedings of the 11th Asia-Pacific Workshop on Intelligent and Evolutionary Systems, 2007
H. Suto, H. Kawakami, H. Handa: "A Study of Information Flow Between Designers and Users Via Website Focused on Property of Hyper Links," Human Interface, Part I, HCI International 2007, LNCS 4557 189-198, 2007
H. Handa: "Evolutionary Computation on Multitask Reinforcement Learning Problems," Proceedings of 2007 IEEE International Conference on Networking, Sensing and Control, 685-688, 2007
H. Handa, N. Baba: "Evolutionary Computation for Designing Game Rules of the COMMONS GAME," Proceedings of IEEE Symposium on Computational Intelligence and Games (CIG 2007), 334-339, 2007
N. Baba, H. Handa: "Utilization of Evolutionary Algorithms for Making the Environmental Game Much More Exciting," Proceedings of the 2007 IEEE Congress on Evolutionary Computaton, 119-126, 2007
H. Handa: "Fitness Function for Finding out Robust Solutions on Time-Varying Functions," Proceedings of the 2006 Genetic and Evolutionary Computation Conference, 1195-1200, 2006
H. Handa, D. Lin, L. Chapman, X. Yao: "Robust Solution of Salting Route Optimisation Using Evolutionary Algorithms," Proceedings of the 2006 Congress on Evolutionary Computation (CEC'06), 3098-3105, 2006
L. Chapman, H. Handa, X. Yao: "Salting Route Optimisation using XRWIS and Evolutionary Computation," Proceedings of 13th SIRWEC Conference, 149-155, 2006
H. Handa, L. Chapman, X. Yao: "Dynamic Salting Route Optimisation using Evolutionary Computation," Proceedings of the 2005 Congress on Evolutionary Computation (CEC'05), 1 145-150, 2005
H. Handa: "Estimation of Distribution Algorithms with Mutation," Proceedings of the 5th European Conference on Evolutionary Computation in Combinatorial Optimization, LNCS 3448 112-121, 2005
H. Handa: "State Space Construction of Reinforcement Learning Agents Based upon Anticipated Sensory Changes," Proceedings of the 2004 International Joint Conference on Neural Networks, 1115-1120, 2004
H. Handa: "Mutation Can Improve the Search Capability of Estimation of Distribution Algorithms," Proceedings of the 2004 Genetic and Evolutionary Computation Conference, LNCS 3102 396-397, 2004
H. Handa: "Hybridization of Estimation of Distribution Algorithms with A Repair Method for Solving Constraint Satisfaction Problems," Proceedings of the 2003 Genetic and Evolutionary Computation Conference, LNCS 2723 991-1002, 2003
H. Handa: "Knowledge Extraction from Game Records by Using Probabilistic Model Based XCS," Proceedings of the International Simulation and Gaming Association 34th Annual Conference, 1139-1147, 2003
H. Handa, O. Katai: "Estimation of Bayesian Network Algorithm with GA searching for Better Network Structure," Proceedings of IEEE International Conference on Neural Networks and Signal Processing, 1 436-439, 2003
H. Handa, H. Kawakami, O. Katai: "An Evolutionary Computation With a Generative Encoding Method for Artifact Design," Proceedings of 4th Asia-Pacific Conference on Simulated Evolution And Learning, 183-187, 2002
T. Horiuchi, H. Handa, T. Kaneko, O. Katai: "Experimental Study on a Novel Hybrid Framework of Genetic Algorithm and Machine Learning," Proceedings of the Second Vietnam-Japan Symposium on Fuzzy Systems and Applications, 218-224, 2001
H. Handa, A. Ninomiya, T. Horiuchi, T. Konishi, M. Baba: "Adaptive State Construction for Reinforcement Learning and its Application to Robot Navigation Problems," Proceedings of the 2001 IEEE Systems Man and Cybernetics Conference, 1436-1441, 2001
H. Handa, T. Horiuchi, T. Konishi, M. Baba: "Evolving Neural Networks with Pruning Operator for Constructing Game Playing Agents," Proceedings of KES2001, 2 910-913, 2001
H. Handa, T. Horiuchi, O. Katai, T. Kaneko, T. Konishi, M. Baba: "Fusion of coevolutionary GA and machine learning techniques through effective schema extraction," Proceedings of the 2001 Genetic and Evolutionary Computation Conference, 764, 2001
H. Handa, T. Horiuchi, O. Katai, T. Kaneko, T. Konishi, M. Baba: "Coevolutionary GA with Schema Extraction by Machine Learning Techniques and Its Application to Knapsack Problems," Proceedings of the 2001 Congress on Evolutionary Computation, 2 1213-1219, 2001
H. Handa, T. Noda, T. Konishi, O. Katai, M. Baba: "Perception-Action Rule Acquisition by Coevolutionary Fuzzy Classifier System," Proceedings of IFSA/NAFIPS 2001, 2405-2410, 2001
H. Handa, A. Ninomiya, T. Horiuchi, T. Konishi, M. Baba: "An Incremental State-Segmantation Method for Reinforcement Learning Using ART Neural Network," Proceedings of the 2000 IEEE International Conference on Industrial Electronics, Control and Instrumentation, 2732-2737, 2000
H. Handa, O. Katai, T. Konishi, M. Baba: "Constraint Satisfaction on Dynamic Environments by the means of Coevolurionary Genetic Algorithms," Proceedings of the 2000 IEEE International Conference on Industrial Electronics, Control and Instrumentation, 2935-2040, 2000
H. Handa, O. Katai, T. Konishi, M. Baba: "A New Fitness Function for Discovering a lot of Satisfiable Solutions in Constarint Satisfaction Problems," Proceedings of the 2000 Congress on Evolutionary Computation, Vol.II, 2 1184-1189, 2000
H. Handa, O. Katai, T. Konishi, M. Baba: "A Study of the Adaptability of Coevolutionary GAs in the Case of Metamorphosing Constraint Structure," Proceedings of The Second Asia-Pacific Conference on Genetic Algorithms and Applications, 308-314, 2000
H. Handa, K. Watanabe, O. Katai, T. Konishi, M. Baba: "Coevolutionary Genetic Algorithm for Constraint Satisfaction with a Genetic Repair Operator for Effective Schemata Formation," Proceedings of the 1999 IEEE System Man and Cybernetics Conference, 3 617-621, 1999
H. Handa, O. Katai, T. Konishi, M. Baba: "Coevolutionary Genetic Algorithms for Solving Dynamic Constraint Satisfaction Problems," Proceedings of the 1999 Genetic and Evolutionary Computation Conference, 1 252-257, 1999
H. Handa, O. Katai, T. Sawaragi, N. Baba: "Solving Constraint Satisfaction Problems by Using Coevolutionary Genetic Algorithms," Proceedings of the 1998 IEEE International Conference on Evolutionary Computation, 21-26, 1998
H. Handa, N. Baba, O. Katai, T. Sawaragi: "Coevolutionary Genetic Algorithm with Effective Exploration and Exploitation of Useful Schemata," Proceedings of the 1997 International Conference on Neural Information Processing and Intelligent Information Systems, 1 424-427, 1997
H. Handa, N. Baba, O. Katai, T. Sawaragi, T. Horiuchi: "Genetic Algorithm involving Coevolution Mechanism to Search for Effective Genetic Information," Proceedings of the 1997 IEEE International Conference on Evolutionary Computation, 709-714, 1997
N. Baba, H. Handa: "Hierarchical Structure Stochastic Automata can Increase the Efficiency of the Back Propagation Method with Momentum," Proceedings of SPIE'96, 2760 128-138, 1996
N. Baba, H. Handa, M. Hayashi: "Utilization of Neural Network and GAs for Constructing an Intelligent Decision Support System to Deal Stocks," Proceedings of SPIE'96, 2760 164-174, 1996
N. Baba, H. Handa: "Utilization of Hierarchical Structure Stochastic Automata for the Back Propagation Method with Momentum," Proceedings of the 1995 IEEE International Conference on Neural Networks, 1 389-393, 1995
N. Baba, H. Handa: "Utilization of neural network for constructing a user friendly decision support system to deal stocks," Proceedings of the 1995 IEEE International Conference on Neural Networks, 2 818-823, 1995
N. Baba, H. Handa: "Genetic Algorithm Applied to Maze Passing Problem of Mobile Robot -A Comparison with the Learning Performance of the Hierarchical Structure Stochastic Automata," Proceedings of the 1994 IEEE International Conference on Neural Networks, 2690-2695, 1994

Awards

2009 ACM GECCO Best Paper Award
2009 JSAI Incentive Award

Hisashi Handa, Dr

Publications

Awards

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