Title :
Constraint-based playlist generation by applying genetic algorithm
Author :
Hsu, Jia-Lien ; Chung, Shuk-Chun
Author_Institution :
Dept. of Comput. Sci. & Inf. Eng., Fu Jen Catholic Univ., Taipei, Taiwan
Abstract :
In this paper, we propose a formal model of playlist generation and define three types of constraints, i.e., parameter-specified constraints, derived constraints, and user-defined constraints. Some constraints can be derived through user behaviour and user interactions. Given a set of constraints, we apply a genetic algorithm to generate a playlist which optimizes the number of matched constraints. We also implement our prototype, and perform experiments to show the feasibility and effectiveness of prototype.
Keywords :
formal specification; formal verification; genetic algorithms; music; user interfaces; constraint-based playlist generation; derived constraint; genetic algorithm; music; parameter-specified constraint; user behaviour; user interactions; user-defined constraint; Biological cells; Databases; Genetic algorithms; Genetics; Mood; User interfaces; Vectors; constraint-based playlist; genetic algorithm;
Conference_Titel :
Systems, Man, and Cybernetics (SMC), 2011 IEEE International Conference on
Conference_Location :
Anchorage, AK
Print_ISBN :
978-1-4577-0652-3
DOI :
10.1109/ICSMC.2011.6083868