7 research outputs found
Investigations into grammatical knowledge
Thesis (Ph. D.)--Massachusetts Institute of Technology, Dept. of Linguistics and Philosophy, 1991.Includes bibliographical references (leaves 181-188).by James Douglas Saddy.Ph.D
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An LDA and probability-based classifier for the diagnosis of Alzheimer's Disease from structural MRI
In this paper a custom classification algorithm based
on linear discriminant analysis and probability-based weights
is implemented and applied to the hippocampus measurements
of structural magnetic resonance images from healthy subjects
and Alzheimer’s Disease sufferers; and then attempts to diagnose
them as accurately as possible. The classifier works by classifying
each measurement of a hippocampal volume as healthy controlsized
or Alzheimer’s Disease-sized, these new features are then
weighted and used to classify the subject as a healthy control
or suffering from Alzheimer’s Disease. The preliminary results
obtained reach an accuracy of 85.8% and this is a similar
accuracy to state-of-the-art methods such as a Naive Bayes
classifier and a Support Vector Machine. An advantage of the
method proposed in this paper over the aforementioned state of the art
classifiers is the descriptive ability of the classifications
it produces. The descriptive model can be of great help to aid a
doctor in the diagnosis of Alzheimer’s Disease, or even further the
understand of how Alzheimer’s Disease affects the hippocampus
Linguistics
Contains table of contents for Section 4, an introduction and abstracts for eleven doctoral dissertations
Parsing the passive: comparing children with Specific Language Impairment to sequential bilingual children
25 monolingual (L1) children with Specific Language Impairment (SLI), 32 sequential bilingual (L2) children, and 29 L1 controls completed the Test of Active & Passive Sentences-Revised (van der Lely, 1996) and the self-paced listening task with picture verification for actives and passives (Marinis, 2007). These revealed important between-group differences in both tasks. The children with SLI showed difficulties in both actives and passives when they had to reanalyse thematic roles on-line. Their error pattern provided evidence for working memory limitations. The L2 children showed difficulties only in passives both on-line and off-line. We suggest that these relate to the complex syntactic algorithm in passives and reflect an earlier developmental stage due to reduced exposure to the L2. The results are discussed in relation to theories of SLI and can be best accommodated within accounts proposing that difficulties in the comprehension of passives stem from processing limitations
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Immersive bilingualism reshapes the core of the brain
Bilingualism has been shown to affect the structure of the brain, including cortical regions related to language. Less is known about subcortical structures, such as the basal ganglia, which underlie speech monitoring and language selection, processes that are crucial for bilinguals, as well as other linguistic functions, such as grammatical and phonological acquisition and processing. Simultaneous bilinguals have demonstrated significant reshaping of the basal ganglia and the thalamus compared to monolinguals. However, it is not clear whether these effects are due to learning of the second language (L2) at a very young age or simply due to continuous usage of two languages. Here, we show that bilingualism-induced subcortical effects are directly related to the amount of continuous L2 usage, or L2 immersion. We found significant subcortical reshaping in non-simultaneous (or sequential) bilinguals with extensive immersion in a bilingual environment, closely mirroring the recent findings in simultaneous bilinguals. Importantly, some of these effects were positively correlated to the amount of L2 immersion. Conversely, sequential bilinguals with comparable proficiency and age of acquisition (AoA) but limited immersion did not show similar effects. Our results provide structural evidence to suggestions that L2 acquisition continuously occurs in an immersive environment, and is expressed as dynamic reshaping of the core of the brain. These findings propose that second language learning in the brain is a dynamic procedure which depends on active and continuous L2 usage
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The effects of bilingualism on the white matter structure of the brain
Recent studies suggest that learning and using a second language (L2) can affect brain structure, including the structure of white matter (WM) tracts. This observation comes from research looking at early and older bilingual individuals who have been using both their first and second languages on an everyday basis for many years. This study investigated whether young, highly immersed late bilinguals would also show structural effects in the WM that can be attributed to everyday L2 use, irrespective of critical periods or the length of L2 learning. Our Tract-Based Spatial Statistics analysis revealed higher fractional anisotropy values for bilinguals vs. monolinguals in several WM tracts that have been linked to language processing and in a pattern closely resembling the results reported for older and early bilinguals. We propose that learning and actively using an L2 after childhood can have rapid dynamic effects on WM structure, which in turn may assist in preserving WM integrity in older ag