“The Brain Is the Prisoner of Thought”: A Machine-Learning Assisted Quantitative Narrative Analysis of Literary Metaphors for Use in Neurocognitive Poetics

Metaphor and Symbol 32 (3):139-160 (2017)
  Copy   BIBTEX

Abstract

Two main goals of the emerging field of neurocognitive poetics are the use of more natural and ecologically valid stimuli, tasks and contexts and providing methods and models allowing to quantify distinctive features of verbal materials used in such tasks and contexts and their effects on readers responses. A natural key element of poetic language, metaphor, still is understudied insofar as relatively little empirical research looked at literary or poetic metaphors. An exception is Katz et al.’s corpus of 204 literary metaphors by authors such as Shakespeare or Dylan Thomas, for which various rating data are available. We reanalyzed their corpus using a combination of quantitative narrative analysis, latent semantic analysis, and machine learning in order to identify relevant features of the metaphors that influenced the ratings. The combined application of computational tools sheds light on surface and affective-semantic features that co-determine the reception of poetic metaphors and successfully predicted the period of origin, authorship and goodness ratings of the metaphors. The present results can be used for generating quantitative hypotheses or selecting and matching verbal stimuli in empirical studies of literature and neurocognitive poetics.

Other Versions

No versions found

Links

PhilArchive

    This entry is not archived by us. If you are the author and have permission from the publisher, we recommend that you archive it. Many publishers automatically grant permission to authors to archive pre-prints. By uploading a copy of your work, you will enable us to better index it, making it easier to find.

    Upload a copy of this work     Papers currently archived: 103,748

External links

Setup an account with your affiliations in order to access resources via your University's proxy server

Through your library

Similar books and articles

Moral Message on Metaphoric Short Children Narrative.F. I. Muzaki - 2021 - Linguistica Antverpiensia 3 (3):5330 - 5345.
Metaphors Lawyers Live by.Ljubica Kordić - 2023 - International Journal for the Semiotics of Law - Revue Internationale de Sémiotique Juridique 36 (4):1639-1654.
Computing Machinery and Understanding.Michael Ramscar - 2010 - Cognitive Science 34 (6):966-971.

Analytics

Added to PP
2017-08-02

Downloads
50 (#472,791)

6 months
13 (#236,341)

Historical graph of downloads
How can I increase my downloads?