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Language in Cognitive Science

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Computational models of speech production and perception ... Winpitch and Winpitch II: spectrographic display, prosodic morphing ... – PowerPoint PPT presentation

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Title: Language in Cognitive Science


1
Language in Cognitive Science
2
Research Areas for Language
  • Computational models of speech production and
    perception
  • Signal processing for speech analysis,
    enhancement and transformation applications
  • Algorithms and models for speech recognition and
    synthesis
  • Speaker and language recognition
  • Natural language processing for speech
    understanding and generation (cont.?)

3
More Research Areas
  • Information retrieval and summarization
  • Computational models of discourse and dialog
  • Evaluation of human and computer system
    performance
  • --Research is currently being carried out by
    practitioners of artificial intelligence,
    computer science, electronic engineering,
    linguistics, phonetics, and psychology.

4
Language Technology (LT)
  • Two Categories
  • Spoken Language
  • Written Language
  • Two Constructs
  • Sending Language (Acquisition Translation)
  • Receiving Language (Generation Output)

5
Spoken Language
  • Only in Spoken Language (not written)
  • -- filled pauses
  • -- false starts
  • -- hesitations
  • -- ungrammatical constructions

6
Spoken, cont.
  • Optical Information
  • -- facial expressions (eye contact, movement of
    eyebrows, smiles or frowns, etc.)
  • -- gestures (hand movement, body positioning,
    posture, etc.)

7
LT terms
  • Prosodyacoustic structure that extends over
    several segments or words (indicates users
    intention)
  • -stress, intonation (tone), rhythm
  • Modeling Dynamicsaccounting for differences in
    individual articulators
  • Multimodalitydealing with several principles and
    aspects of speech/language

8
Approaches in LT--Templates
  • Use of Templates
  • -pre-programmed
  • -domain task specific
  • -sets probabilities, restrictions, allowances,
    distribution

9
Approaches in LT-Components
  • Use of components (an example)
  • In attempting to send language
  • (1) Generate the message. This would require a
    planning component (brain forming ideas) and a
    syntatic generation component (spellcheck)
  • (2)Output-requires some type of interface

10
Approaches in LT Algorithms and Models
  • Use of Algorithms essential to setting up
    templates for languageare what enables
    programmer to set up the restrictions,
    distributions, etc
  • Use of Models (an example)
  • Acoustic Model Template design for measuring
    the prosody of a given sample of language
    (transition probabilities, output distributions,
    etc..)

11
Some Tools for LT
  • CSLU Toolkit involves speech recognition,
    natural language understanding, speech synthesis,
    facial animation technologies
  • Computerized Speech Labs (CSL) 2 models (4300B
    4100) less sophisticated than CSLU toolkit
  • Winpitch and Winpitch II spectrographic
    display, prosodic morphing
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