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Chapter 15 - Reducing Surprisal and Entropy

Prediction Involves Information Theory

from Part III - Mathematical Theories

Published online by Cambridge University Press:  20 March 2025

Falk Huettig
Affiliation:
Max-Planck-Institut für Psycholinguistik, The Netherlands
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Summary

Information processing is a process of uncertainty resolution. Information-theoretic constructs such as surprisal and entropy reflect the fine-grained probabilistic knowledge which people have accumulated over time. The information-theoretic constructs explain the extent of processing difficulty that people encounter, for example when comprehending language. Processing difficulty and cognitive effort in turn are a direct reflection of predictability.

Type
Chapter
Information
Looking Ahead
The New Science of the Predictive Mind
, pp. 163 - 173
Publisher: Cambridge University Press
Print publication year: 2025

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References

Further Reading

Frank, S. L. (2013). Uncertainty reduction as a measure of cognitive load in sentence comprehension. Topics in Cognitive Science, 5(3), 475494.CrossRefGoogle ScholarPubMed
Gleick, J. (2011). The information: A history, a theory, a flood. Vintage.Google Scholar
Hale, J. (2016). Information‐theoretical complexity metrics. Language and Linguistics Compass, 10(9), 397412.CrossRefGoogle Scholar

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  • Reducing Surprisal and Entropy
  • Falk Huettig, Max-Planck-Institut für Psycholinguistik, The Netherlands
  • Book: Looking Ahead
  • Online publication: 20 March 2025
  • Chapter DOI: https://doi.org/10.1017/9781009245470.019
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  • Reducing Surprisal and Entropy
  • Falk Huettig, Max-Planck-Institut für Psycholinguistik, The Netherlands
  • Book: Looking Ahead
  • Online publication: 20 March 2025
  • Chapter DOI: https://doi.org/10.1017/9781009245470.019
Available formats
×

Save book to Google Drive

To save content items to your account, please confirm that you agree to abide by our usage policies. If this is the first time you use this feature, you will be asked to authorise Cambridge Core to connect with your account. Find out more about saving content to Google Drive.

  • Reducing Surprisal and Entropy
  • Falk Huettig, Max-Planck-Institut für Psycholinguistik, The Netherlands
  • Book: Looking Ahead
  • Online publication: 20 March 2025
  • Chapter DOI: https://doi.org/10.1017/9781009245470.019
Available formats
×