Multimodal Neuroimaging Computing for the Characterization of Neurodegenerative Disorders

• Main Author: Liu, Sidong (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Singapore : Springer Singapore : Imprint: Springer, 2017.
• Series: Springer Theses, Recognizing Outstanding Ph.D. Research,
• Subjects: Computer science.; User interfaces (Computer systems).; Image processing.; Computer Science.; User Interfaces and Human Computer Interaction.; Signal, Image and Speech Processing.; Image Processing and Computer Vision.

This thesis covers various facets of brain image computing methods and illustrates the scientific understanding of neurodegenerative disorders based on four general aspects of multimodal neuroimaging computing: neuroimaging data pre-processing, brain feature modeling, pathological pattern analysis,...

Table of Contents:

• Introduction
• Background
• Datasets and Pre-processing
• Neurodegenerative Feature Modeling and Learning
• Neurodegenerative Pattern Analysis
• Alzheimer’s Disease Staging and Prediction
• Neuroimaging Content-Based Retrieval
• Conclusions and Future Directions.