Developing enhanced conversational agents for social virtual worlds Articles uri icon

publication date

  • August 2019

start page

  • 27

end page

  • 40

volume

  • 354

international standard serial number (ISSN)

  • 0925-2312

electronic international standard serial number (EISSN)

  • 1872-8286

abstract

  • In this paper, we present a methodology for the development of embodied conversational agents for social virtual worlds. The agents provide multimodal communication with their users in which speech interaction is included. Our proposal combines different techniques related to Artificial Intelligence, Natural Language Processing, Affective Computing, and User Modeling. A statistical methodology has been developed to model the system conversational behavior, which is learned from an initial corpus and improved with the knowledge acquired from the successive interactions. In addition, the selection of the next system response is adapted considering information stored into user's profiles and also the emotional contents detected in the user's utterances. Our proposal has been evaluated with the successful development of an embodied conversational agent which has been placed in the Second Life social virtual world. The avatar includes the different models and interacts with the users who inhabit the virtual world in order to provide academic information. The experimental results show that the agent's conversational behavior adapts successfully to the specific characteristics of users interacting in such environments. (C) 2019 Elsevier B.V. All rights reserved.

keywords

  • conversational interfaces; speech interaction; statistical dialog management; user modeling; social networks; virtual worlds; second life; affective computing;avatar; engagement; space; life