Repository logo
  • Log In
    New user? Click here to register.Have you forgotten your password?
University College Dublin
  • Colleges & Schools
  • Statistics
  • All of DSpace
  • Log In
    New user? Click here to register.Have you forgotten your password?
  1. Home
  2. College of Science
  3. School of Computer Science
  4. Computer Science Research Collection
  5. Machine Learning for Adaptive Spoken Control in PDA Applications
 
  • Details
Options

Machine Learning for Adaptive Spoken Control in PDA Applications

File(s)
FileDescriptionSizeFormat
Download P188-McEleney,O'Hare-03.pdf156.5 KB
Author(s)
McEleney, Bryan 
O'Hare, G. M. P. (Greg M. P.) 
Uri
http://hdl.handle.net/10197/4431
Date Issued
12 October 2003
Date Available
10T09:15:07Z July 2013
Abstract
A machine learning approach to interpreting utterances in spoken interfaces is described, where evidence from the utterance and from the dialogue context is combined to estimate a probability distribution over interpretations. The algorithm for the utterance evidence uses nearest-neighbour classification on a set of training examples, while the contextual evidence is provided by dialogue act n-grams derived from dialogue corpora. Each algorithm can adapt by recording data from the user at hand. Experimental results for the utterance interpreter show that adaptation to a particular user’s training utterances significantly improves recognition accuracy over training on utterances from the general population.
Type of Material
Conference Publication
Keywords
  • Machine learning

Language
English
Status of Item
Peer reviewed
Description
Artificial Intelligence in Mobile Systems 2003 Workshop (AIMS 2003), 12th October, 2003, Seattle, USA, in conjunction with 5th International Conference on Ubiquitous Computing
This item is made available under a Creative Commons License
https://creativecommons.org/licenses/by-nc-nd/3.0/ie/
Owning collection
Computer Science Research Collection
Views
1573
Acquisition Date
Feb 7, 2023
View Details
Downloads
69
Last Month
20
Acquisition Date
Feb 7, 2023
View Details
google-scholar
University College Dublin Research Repository UCD
The Library, University College Dublin, Belfield, Dublin 4
Phone: +353 (0)1 716 7583
Fax: +353 (0)1 283 7667
Email: mailto:research.repository@ucd.ie
Guide: http://libguides.ucd.ie/rru

Built with DSpace-CRIS software - Extension maintained and optimized by 4Science

  • Cookie settings
  • Privacy policy
  • End User Agreement