Phonology, reading acquisition, and dyslexia: Insights from connectionist models.
Abstract
The development of reading skill and bases of developmental dyslexia were explored using connectionist models. Four issues were examined: the acquisition of phonological knowledge prior to reading, how this knowledge facilitates learning to read, phonological and nonphonological bases of dyslexia, and effects of literacy on phonological representation. Compared with simple feedforward networks, representing phonological knowledge in an attractor network yielded improved learning and generalization. Phonological and surface forms of developmental dyslexia, which are usually attributed to impairments in distinct lexical and nonlexical processing "routes," were derived from different types of damage to the network. The results provide a computationally explicit account of many aspects of reading acquisition using connectionist principles.
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Effects of consistency or ambiguity of spelling-sound correspondence within language have been successfully simulated in connectionist and exemplar-based computational models.
“these effects of consistencyor ambiguityof spelling-sound correspondence within language have been successfullysimulated in connectionist (Harm & Seidenberg, 1999; Plaut, McClelland, Seidenberg, & Patterson, 1996; Seidenberg & McClelland, 1989; Zorzi, Houghton, & Butterworth, 1998) and exemplar-based (Ellis & Hicks, 2000) computational models.”
From FREQUENCY EFFECTS IN LANGUAGE PROCESSING: A Review with Implications for Theories of Implicit and Explicit Language Acquisition (2002) · cites this paper as Harm & Seidenberg, 1999
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- Authors
- Harm, M. W., & Seidenberg, M. S.
- Affiliations
- University of Southern California (US)
- ORCID
- Seidenberg, Mark S.
- Venue
- Psychological Review
- Published
- 1999
- Volume
- 106
- Issue
- 3
- Pages
- 491-528
- ISSN
- 0033-295X (ISSN-L)
- 1939-1471
- OpenAlex
- W2158572527
- Cited by
- 927
- References
- 3
- Citations by year
- 2026: 13 · 2025: 24 · 2024: 21 · 2023: 22 · 2022: 28 · 2021: 24 · 2020: 26 · 2019: 38 · 2018: 26 · 2017: 31 · 2016: 34 · 2015: 31 · 2014: 34 · 2013: 45 · 2012: 51
- FWCI
- 58.33
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Psychological Review (publishedVersion)
- PubMed (publishedVersion)
- Funders
- U.S. Public Health Service (29891)
- National Institute of Mental Health (NIMH 01188, K02MH001188, NIMH 47566, P01MH047566)
- Topics
- Social Sciences › Psychology › Developmental and Educational Psychology › Reading and Literacy Development
- Social Sciences › Psychology › Developmental and Educational Psychology › Language Development and Disorders
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neurobiology of Language and Bilingualism
- Keywords
- reading acquisition, developmental dyslexia, phonological knowledge, connectionist models, attractor networks, phonological representation, lexical processing, surface dyslexia, phonological dyslexia, generalization
- MeSH terms
- Child, Dyslexia, Humans, Phonation, Psychological Theory, Reading, Neural Networks, Computer
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