Hiroyuki Yamaguchi

Synergistic and Redundant Information Dynamics Exhibit Dissociable Alterations Across Major Psychiatric Disorders

The paper analyzes information dynamics in brain networks of psychiatric disorders, finding distinct patterns of synergy and redundancy reduction or increase in schizophrenia, autism, and ADHD.

Harmonizing Inter-Site Differences in T1-Weighted Images Using CycleGAN

This paper compares CycleGAN and ComBat for harmonizing T1-weighted MRI images across sites, finding CycleGAN preserves image quality better with minimal preprocessing.

Three-dimensional convolutional autoencoder extracts features of structural brain images with a diagnostic label-free approach: Application to schizophrenia datasets

This paper applies a 3D convolutional autoencoder to structural brain MRI data from schizophrenia and healthy subjects to extract disease-related features without diagnostic labels.