Title :
Callosal Shapes at the Midsagittal Plane: MRI Differences of Normal Males, Normal Females, and GID
Author :
Yokota, Y. ; Kawamura, Y. ; Kameya, Y.
Author_Institution :
Dept. of Information Sci., Gifu Univ.
Abstract :
We investigated differences in corpus callosum shape at the midsagittal plane using MRI for different subjects: normal males, normal females, and subjects with gender identity disorder (GID). We first represented callosal shapes with Fourier descriptors of callosal contours. Using linear support vector machines with soft-margin, we next determined a hyperplane that separates normal males and females most optimally in the vector space spanned by Fourier descriptors. We then proposed a measure that has prominent sex difference: it is defined as the coordinate of a given callosal shape on the subspace orthogonal to the obtained hyperplane. Use of the measure provides discrimination of someone´s sex with 74.17% accuracy. We further showed that the value of the measure for GID more strongly reflects their mental sex, i.e. gender, than their physical sex
Keywords :
Fourier analysis; biomedical MRI; support vector machines; Fourier descriptors; GID; MRI differences; callosal shapes; corpus callosum shape; gender identity disorder; linear support vector machines; mental sex; midsagittal plane; normal females; normal males; Coordinate measuring machines; Functional analysis; Information science; Magnetic resonance imaging; Psychology; Shape measurement; Support vector machines; Surgery;
Conference_Titel :
Engineering in Medicine and Biology Society, 2005. IEEE-EMBS 2005. 27th Annual International Conference of the
Conference_Location :
Shanghai
Print_ISBN :
0-7803-8741-4
DOI :
10.1109/IEMBS.2005.1617119