Dc. Plaut et al., UNDERSTANDING NORMAL AND IMPAIRED WORD READING - COMPUTATIONAL PRINCIPLES IN QUASI-REGULAR DOMAINS, Psychological review, 103(1), 1996, pp. 56-115
A connectionist approach to processing in quasi-regular domains, as ex
emplified by English word reading, is developed. Networks using approp
riately structured orthographic and phonological representations were
trained to read both regular and exception words, and yet were also ab
le to read pronounceable nonwords as well as skilled readers. A mathem
atical analysis of a simplified system clarifies the close relationshi
p of word frequency and spelling-sound consistency in influencing nami
ng latencies. These insights were verified in subsequent simulations,
including an attractor network that accounted for latency data directl
y in its time to settle on a response. Further analyses of the ability
of networks to reproduce data on acquired surface dyslexia support a
view of the reading system that incorporates a graded division of labo
r between semantic and phonological processes, and contrasts in import
ant ways with the standard dual-route account.