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Interaction between Phonological and Semantic Processes in Visual Word Recognition using Electrophysiology
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Published on: June 29, 2021

Item performance in visual word recognition.

Arnaud Rey1, Pierre Courrieu, Florian Schmidt-Weigand

  • 1CNRS and Université de Provence, Marseille, France. arnaud.rey@univ-provence.fr

Psychonomic Bulletin & Review
|May 20, 2009
PubMed
Summary
This summary is machine-generated.

This study introduces a statistical method to quantify reproducible variance in psycholinguistic data, essential for computational models. The findings reveal that increasing reproducible variance helps detect new sources of variation.

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Area of Science:

  • Psycholinguistics
  • Computational Linguistics
  • Statistical Modeling

Background:

  • Factorial designs in psycholinguistics are increasingly supplemented by large-scale databases.
  • Computational models aim to predict item-level performance, but error variance is a concern.
  • Quantifying reproducible variance is crucial for evaluating model accuracy.

Purpose of the Study:

  • To provide a statistical analysis for quantifying error variance in item performance.
  • To develop practical solutions for estimating reproducible variance in databases.
  • To test these solutions using a new empirical dataset.

Main Methods:

  • Developed a simple and tractable statistical analysis for variance decomposition.
  • Proposed practical solutions for estimating reproducible variance.
  • Collected and analyzed word identification times from 140 participants on 120 words.

Main Results:

  • Demonstrated a method to estimate reproducible variance in psycholinguistic data.
  • Empirically validated the proposed solutions with a novel dataset.
  • Showed that increased reproducible variance correlates with the identification of new variance sources.

Conclusions:

  • The proposed statistical approach effectively quantifies reproducible variance.
  • Accurate estimation of reproducible variance enhances the evaluation of computational models.
  • Identifying new sources of variance is facilitated by focusing on reproducible variance.