Title :
An Intelligent TV interface based on Statistical Dialogue Management
Author :
Oh, Hyo-Jung ; Lee, Chung-Hee ; Jang, Myung-Gil ; Lee, Yun Keun
Author_Institution :
Electron. & Telecommun. Res. Inst. (ETRI), Daejeon
Abstract :
In this paper, we propose an intelligent TV interface using a voice-enable dialogue system. This paper rests on the both directions: a new type of dialogue management model and its use for practical systems to commercialize. We devise a practical dialogue management model based on statistical learning methods. To analyze discourse context, we utilize statistical learning techniques for anaphora resolution and discourse history management. Contrary to the rule-based system, we develop an incremental learning method to construct dialogue strategies from the training corpus. Several dialogue service models equipped with the proposed TV interface are explained. To evaluate our model and its impact on an application task, we apply the stand-alone model to an TV settop box called eDi-TV.
Keywords :
digital television; interactive systems; knowledge based systems; learning (artificial intelligence); statistical analysis; anaphora resolution; discourse context analysis; discourse history management; incremental learning method; intelligent TV interface; rule-based system; statistical dialogue management; statistical learning methods; training corpus; voice-enable dialogue system; Commercialization; Communication system control; History; Knowledge based systems; Learning systems; Management training; Natural languages; Statistical learning; TV; Telecommunication control;
Journal_Title :
Consumer Electronics, IEEE Transactions on
DOI :
10.1109/TCE.2007.4429258