• DocumentCode
    542162
  • Title

    A scalable architecture for Directory Assistance automation

  • Author

    Natarajan, Premkumar ; Prasad, Rohit ; Schwartz, Richard M. ; Makhoul, John

  • Author_Institution
    BBN Technologies, Cambridge, MA 02138, USA
  • Volume
    1
  • fYear
    2002
  • fDate
    13-17 May 2002
  • Abstract
    We present a novel architecture for providing automated telephone Directory Assistance (DA). The architecture couples a large-vocabulary, statistical n-gram, speech recognition engine with a statistical retrieval system. The use of a statistical n-gram allows for the recognition of unconstrained spoken queries while the statistical retrieval engine allows for an inexact match between a particular spoken query and the training data. Allowing for unconstrained recognition and an inexact match provides the framework for high levels of automation. Once the retrieval engine returns a ranked set of frequently requested telephone numbers (FRN), the rejection module uses a classifier to compute a confidence-like score that is used to make the automation decision. With actual customer calls into an operational, automated DA call center and an FRN set size of 25000 numbers, the new architecture is capable of delivering more than 17% correct automation at a false accept rate of 0.76%.
  • Keywords
    Computational modeling; Computer architecture; Hidden Markov models; Humans; Noise measurement; Speech; Speech recognition;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech, and Signal Processing (ICASSP), 2002 IEEE International Conference on
  • Conference_Location
    Orlando, FL, USA
  • ISSN
    1520-6149
  • Print_ISBN
    0-7803-7402-9
  • Type

    conf

  • DOI
    10.1109/ICASSP.2002.5743644
  • Filename
    5743644