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Sixth International Conference on Spoken Language Processing
(ICSLP 2000)
Beijing, China
October 16-20, 2000 |
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A Connectionist Approach to Naming Disorders of Japanese in Dyslexic Patients
Mutsuo Ijuin (1), Takao Fushimi (1), Karalyn Patterson (2), Naoko Sakuma (1), Masayuki Tanaka (3), Itaru Tatsumi (1), Tadahisa Kondo (4), Shigeaki Amano (4)
(1) Department of Language and Cognition, Tokyo Metropolitan Institute of Gerontology, Japan
(2) Medical Research Council, Cognition and Brain Sciences Unit,
Cambridge, UK
(3) Primate Research Institute, Kyoto University, Japan
(4) NTT Communication Science Laboratories,
Atsugi, Kanagawa, Japan
The triangle model is a computational model for lexical
processing which computes word orthography, phonology and
semantics using the architecture of a parallel distributed
processing network. The computation takes the form of
interactions among neuron-like processing units. In the present
research, a Japanese triangle model computed phonology
directly from orthography for both Kanji and Kana strings, with
additional input to phonology from a component representing
putative word semantics. This model successfully simulated
certain effects seen in the performance of Japanese skilled
readers. Moreover, different types of damage to the model
reproduced data on both the surface and phonological forms of
acquired dyslexia.
After damage to the semantic component, the model’s
reading performance remained good for Kana words, Kana
nonwords, and Kanji words with consistent character-sound
correspondences, but was significantly impaired on Kanji words
with atypical correspondences: this simulates surface dyslexia.
After damage to the phonological component of the model, the
network’s performance remained good for both Kanji and Kana
words but was impaired on Kana nonwords: this simulates
phonological dyslexia.
These results are basically comparable to those of previous
models developed for English, and thus demonstrate that the
same computational principles of the triangle model can be
applied to alphabetic and non-alphabetic writing systems.
Mechanisms and properties of the model for Japanese are
discussed.
Full Paper
Bibliographic reference.
Ijuin, Mutsuo / Fushimi, Takao / Patterson, Karalyn / Sakuma, Naoko / Tanaka, Masayuki / Tatsumi, Itaru / Kondo, Tadahisa / Amano, Shigeaki (2000):
"A connectionist approach to naming disorders of Japanese in dyslexic patients",
In ICSLP-2000, vol.2, 32-37.