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Soft Computing Models for the Development of Commercial Conversational Agents
- Source :
- e-Archivo. Repositorio Institucional de la Universidad Carlos III de Madrid, instname, Advances in Intelligent and Soft Computing ISBN: 9783642196430, SOCO
- Publication Year :
- 2011
- Publisher :
- Springer, 2011.
-
Abstract
- Proceedings of: 6th International Conference on Soft Computing Models in Industrial and Environmental Applications (SOCO 2011). Salamanca, April 6-8, 2011 In this paper we present a proposal for the development of conversational agents that, on the one hand, takes into account the benefits of using standards like VoiceXML, whilst on the other, includes a module with a soft computing model that avoids the effort of manually defining the dialog strategy. This module is trained using a labeled dialog corpus, and selects the next system response considering a classification process based on neural networks that takes into account the dialog history. Thus, system developers only need to define a set of VoiceXML files, each including a system prompt and the associated grammar to recognize the users responses to the prompt. We have applied this technique to develop a conversational agent in VoiceXML that provides railway information in Spanish. Funded by projects CICYT TIN2008-06742-C02-02/TSI, CICYT TEC2008-06732-C02- 02/TEC, CAM CONTEXTS (S2009/TIC-1485), and DPS2008-07029-C02-02. Publicado
- Subjects :
- Soft computing
Dialog Systems
Informática
Grammar
Computer science
Process (engineering)
media_common.quotation_subject
Conversational Agents
Partially observable Markov decision process
VoiceXML
computer.software_genre
Set (abstract data type)
Human–computer interaction
Artificial Intelligence
Dialog manager
Dialog system
Dialog box
computer
Soft Computing
media_common
Subjects
Details
- ISBN :
- 978-3-642-19643-0
- ISBNs :
- 9783642196430
- Database :
- OpenAIRE
- Journal :
- e-Archivo. Repositorio Institucional de la Universidad Carlos III de Madrid, instname, Advances in Intelligent and Soft Computing ISBN: 9783642196430, SOCO
- Accession number :
- edsair.doi.dedup.....48438db04fa7bdac5f0113c4a700bd2f