Proceedings of the Paralinguistic Information and Its Integration in Spoken Dialogue Systems Workshop 2011
DOI: 10.1007/978-1-4614-1335-6_5
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Combining Slot-based Vector Space Model for Voice Book Search

Abstract: We describe a hybrid approach to vector space model that improves accuracy in voice search for books. We compare different vector space approaches and demonstrate that the hybrid search model using a weighted sub-space model smoothed with a general model and a back-off scheme provides the best search performance on natural queries obtained from the Web.

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Cited by 1 publication
(2 citation statements)
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“…In most cases, when searching by voice, the speech is converted to text, which is then used as a search parameter (Lee et al, 2010;Wang et al, 2011). More recently, Lee and Kawahara (2012) performed a semantic analysis of the speech queries used to search for books, achieving a greater understanding of what the user desires to retrieve.…”
Section: Related Workmentioning
confidence: 99%
See 1 more Smart Citation
“…In most cases, when searching by voice, the speech is converted to text, which is then used as a search parameter (Lee et al, 2010;Wang et al, 2011). More recently, Lee and Kawahara (2012) performed a semantic analysis of the speech queries used to search for books, achieving a greater understanding of what the user desires to retrieve.…”
Section: Related Workmentioning
confidence: 99%
“…The remaining solutions do not properly explore the descriptive power and potential of human interaction. Although some studies (Holz and Wilson, 2011;Kamvar and Beeferman, 2010;Lee and Kawahara, 2012) have followed this direction, albeit not applied in the context of the 3D object retrieval, these do not combine the multimodality of speech and gestures used in natural human interactions. Moreover, the current solutions for searching 3D objects visually present results in a grid of thumbnails (Funkhouser et al, 2003).…”
Section: Introductionmentioning
confidence: 99%