Title :
Context modeling with Evolutionary Fuzzy Cognitive Map in interactive storytelling
Author :
Cai, Yundong ; Miao, Chunyan ; Tan, Ah-Hwee ; Shen, Zhiqi
Author_Institution :
Sch. of Comput. Eng., Nanyang Technol. Univ., Singapore
Abstract :
To generate a believable and dynamic virtual world is a great challenge in interactive storytelling. In this paper, we propose a model, namely evolutionary fuzzy cognitive map (E-FCM), to model the dynamic causal relationships among different context variables. As an extension to conventional FCM, E-FCM models not only the fuzzy causal relationships among the variables, but also the probabilistic property of causal relationships, and asynchronous activity update of the concepts. With this model, the context variables evolve in a dynamic and uncertain manner with the according evolving time. As a result, the virtual world is presented more realistically and dynamically.
Keywords :
cognitive systems; directed graphs; evolutionary computation; fuzzy systems; probability; virtual reality; asynchronous activity update; context model; dynamic causal relationship; evolutionary fuzzy cognitive map; fuzzy causal relationship; interactive storytelling; probabilistic property; virtual world; Context awareness; Context modeling; Engines; Fuzzy cognitive maps; Genetic mutations; Intelligent agent; Ontologies; Rain; Real time systems; Virtual environment;
Conference_Titel :
Fuzzy Systems, 2008. FUZZ-IEEE 2008. (IEEE World Congress on Computational Intelligence). IEEE International Conference on
Conference_Location :
Hong Kong
Print_ISBN :
978-1-4244-1818-3
Electronic_ISBN :
1098-7584
DOI :
10.1109/FUZZY.2008.4630692