Title :
Interactive Evolutionary Computation utilizing subjective evaluation and physiological information as evaluation value
Author :
Fukumoto, Makoto
Author_Institution :
Fac. of Comput. Sci. & Eng., Fukuoka Inst. of Technol., Fukuoka, Japan
Abstract :
Interactive Evolutionary Computation (IEC) is known as an efficient method to create media contents suited with a user. However, user´s fatigue in consecutive evaluation task, especially for time-sequential media contents, remains as a problem. Many previous studies have tried to solve this problem from algorithmic improvements. From different point of view, IEC methods using physiological information have been proposed. By mixing conventional IEC and IEC using physiological information, this paper proposes IEC method that utilizes both of user´s subjective evaluation and physiological information to obtain evaluation value for a solution candidate. As a concrete system, IEC utilizing user´s subjective relaxation feeling and heartbeat interval for composing relaxation musical piece suited with the user was constructed. To investigate the efficacy of the proposed method, comparing experiment with conventional IEC as control was performed. Created representative musical pieces in both methods afforded same level of relaxation feeling. The proposed method was effective for reducing a load in subjective selection, however, it increased fatigue by restricting body movement.
Keywords :
evolutionary computation; psychology; evaluation value; heartbeat interval; interactive evolutionary computation; musical piece; physiological information; relaxation feeling; subjective evaluation; time-sequential media contents; Heart beat; Psychology; Velocity measurement; Visualization; heartbeat; interactive evolutionary computation; music composition; physiological information; relaxation;
Conference_Titel :
Systems Man and Cybernetics (SMC), 2010 IEEE International Conference on
Conference_Location :
Istanbul
Print_ISBN :
978-1-4244-6586-6
DOI :
10.1109/ICSMC.2010.5641932