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Description
  • This paper describes a factored discriminative spoken language understanding method suitable for real-time parsing of recognised speech. It is based on a set of logistic regression classifiers, which are used to map input utterances into dialogue acts. The proposed method is evaluated on a corpus of spoken utterances from the Public Transport Information (PTI) domain. In PTI, users can interact with a dialogue system on the phone to find intra- and inter-city public transport connections and ask for weather forecast in a desired city. The results show that in adverse speech recognition conditions, the statistical parser yields significantly better results compared to the baseline well-tuned handcrafted parser.
  • This paper describes a factored discriminative spoken language understanding method suitable for real-time parsing of recognised speech. It is based on a set of logistic regression classifiers, which are used to map input utterances into dialogue acts. The proposed method is evaluated on a corpus of spoken utterances from the Public Transport Information (PTI) domain. In PTI, users can interact with a dialogue system on the phone to find intra- and inter-city public transport connections and ask for weather forecast in a desired city. The results show that in adverse speech recognition conditions, the statistical parser yields significantly better results compared to the baseline well-tuned handcrafted parser. (en)
Title
  • A Factored Discriminative Spoken Language Understanding for Spoken Dialogue Systems
  • A Factored Discriminative Spoken Language Understanding for Spoken Dialogue Systems (en)
skos:prefLabel
  • A Factored Discriminative Spoken Language Understanding for Spoken Dialogue Systems
  • A Factored Discriminative Spoken Language Understanding for Spoken Dialogue Systems (en)
skos:notation
  • RIV/00216208:11320/14:10289380!RIV15-MSM-11320___
http://linked.open...avai/riv/aktivita
http://linked.open...avai/riv/aktivity
  • P(LK11221), P(LM2010013), S
http://linked.open...vai/riv/dodaniDat
http://linked.open...aciTvurceVysledku
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http://linked.open...dnocenehoVysledku
  • 710
http://linked.open...ai/riv/idVysledku
  • RIV/00216208:11320/14:10289380
http://linked.open...riv/jazykVysledku
http://linked.open.../riv/klicovaSlova
  • systems; dialogue; spoken; understanding; language; spoken; discriminative; factored (en)
http://linked.open.../riv/klicoveSlovo
http://linked.open...ontrolniKodProRIV
  • [E1736B9E7B5E]
http://linked.open...v/mistoKonaniAkce
  • Brno, Czechia
http://linked.open...i/riv/mistoVydani
  • Berlin / Heidelberg
http://linked.open...i/riv/nazevZdroje
  • Text, Speech and Dialogue: 17th International Conference, TSD
http://linked.open...in/vavai/riv/obor
http://linked.open...ichTvurcuVysledku
http://linked.open...cetTvurcuVysledku
http://linked.open...vavai/riv/projekt
http://linked.open...UplatneniVysledku
http://linked.open...iv/tvurceVysledku
  • Dušek, Ondřej
  • Jurčíček, Filip
  • Plátek, Ondřej
http://linked.open...vavai/riv/typAkce
http://linked.open.../riv/zahajeniAkce
issn
  • 0302-9743
number of pages
http://bibframe.org/vocab/doi
  • 10.1007/978-3-319-10816-2_70
http://purl.org/ne...btex#hasPublisher
  • Springer-Verlag
https://schema.org/isbn
  • 978-3-319-10815-5
http://localhost/t...ganizacniJednotka
  • 11320
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