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A developmental perspective on visual word recognition: New evidence and a self-organising model
Abstract
This study investigated the developmental trajectory of two marker effects of visual word recognition, word frequency, and orthographic neighbourhood effects, in French primary school children from Grades 1 to 5. Frequency and neighbourhood size were estimated using a realistic developmental database, which also allowed us to control for the effects of age-of-acquisition. A lexical decision task was used because the focus of this study was orthographic development. The results showed that frequency had clear effects that diminished with development, whereas orthographic neighbourhood had no significant influence at either grade. A self-organising neural network was trained on the realistic developmental corpus. The model successfully simulated the overall pattern found with children, including the absence of neighbourhood size effects. The self-organising neural network outperformed the classic interactive activation model in which frequency effects are simulated in a static way. These results highlight the potentially important role of unsupervised learning for the development of orthographic word forms.
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“Unsupervised learning algorithms, such as implemented in Self-Organizing Maps (e.g., Kohonen, 1982; Dufau et al., 2010) or Adaptive Resonance Theory (e.g., Grossberg, 1987; Glotin et al., 2010), provide specific mechanisms for performing orthographic chunking on the basis of a parallel letter input.”
From A Dual-Route Approach to Orthographic Processing (2011) · cites this paper as Dufau et al., 2010
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Orthographic processing in visual word recognition: A multiple read-out model.
Grainger, J., & Jacobs, A. M. (1996) · Psychological Review · doi:10.1037/0033-295x.103.3.518 · Cited by 947
Self-citationThe effect of orthographic similarity on lexical retrieval: Resolving neighborhood conflicts
Andrews, S. (1997) · Psychonomic Bulletin & Review · doi:10.3758/bf03214334 · Cited by 535
Rott, S. (1999) · Studies in Second Language Acquisition · doi:10.1017/s0272263199004039 · Cited by 475
Frequency and neighborhood effects on lexical access: Activation or search?
Andrews, S. (1989) · Journal of Experimental Psychology: Learning, Memory, and Cognition · doi:10.1037/0278-7393.15.5.802 · Cited by 468
On the role of competing word units in visual word recognition: The neighborhood frequency effect
Grainger, J., O’regan, J. K., Jacobs, A. M., & Segui, J. (1989) · Perception & Psychophysics · doi:10.3758/bf03210696 · Cited by 335
Models of visual word recognition: Sampling the state of the art.
Jacobs, A. M., & Grainger, J. (1994) · Journal of Experimental Psychology: Human Perception and Performance · doi:10.1037/0096-1523.20.6.1311 · Cited by 319 · cited 2×
“The ideal way to test connectionist learning models would be to use developmental data (Grainger & Jacobs, 1998; Harm & Seidenberg, 1999; Hutzler et al., 2004; Jacobs & Grainger, 1994; Zorzi, Houghton, & Butterworth, 1998a).”
MethodFrequency and neighborhood effects on lexical access: Lexical similarity or orthographic redundancy?
Andrews, S. (1992) · Journal of Experimental Psychology: Learning, Memory, and Cognition · doi:10.1037/0278-7393.18.2.234 · Cited by 275
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Sorted by citations
A Dual-Route Approach to Orthographic Processing
Grainger, J., & Ziegler, J. C. (2011) · Frontiers in Psychology · doi:10.3389/fpsyg.2011.00054 · Cited by 459
Self-citation
Metadata
- Authors
- Dufau, S., Lété, B., Touzet, C., Glotin, H., Ziegler, J. C., & Grainger, J.
- Affiliations
- a Aix-Marseille University, and CNRS , Marseille , France
- b University of Lyon , Lyon , France
- c CNRS, Marseille, and University of Toulon , Toulon , France
- Venue
- European Journal of Cognitive Psychology
- Publisher
- Informa UK Limited
- Published
- 2010-02-05
- Volume
- 22
- Issue
- 5
- Pages
- 669-694
- ISSN
- 0954-1446
- 1464-0635
- Cited by
- 19
- References
- 10
- Language
- en
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