Machine Learning Methods for Structural Brain MRIs: Applications for Alzheimer’s Disease and Autism Spectrum Disorder

Keyphrases

• Alzheimer's Disease 100%
• Machine Learning Techniques 100%
• Autism Spectrum Disorder 100%
• Alzheimer's Disease Classification 100%
• MRI Application 100%
• Structural Brain MRI 100%
• Brain Disorders 75%
• Semi-supervised Learning 50%
• Magnetic Resonance Imaging Data 50%
• Computational Approach 50%
• Brain Regions 50%
• Classication 50%
• Structural Magnetic Resonance Imaging (sMRI) 50%
• Machine Learning Approach 50%
• Similar Problem 25%
• Structural Change 25%
• Disease-related 25%
• Feature Selection 25%
• Mild Cognitive Impairment 25%
• Automatically Identify 25%
• Voxel-based 25%
• Early Diagnosis 25%
• Structural Information 25%
• Patient Cohort 25%
• Machine Learning Applications 25%
• Dimensionality Reduction 25%
• Disease Severity 25%
• High Dimension 25%
• Supervised Learning Method 25%
• Confounding Factors 25%
• Data-driven Features 25%
• Whole Brain 25%
• Domain Adaptation 25%
• Agglomerative 25%
• Neuroimaging Data 25%
• Novel Machine 25%
• Multiple Machines 25%
• Treatment Choice 25%
• Neuropsychological Tests 25%
• Learning Domains 25%
• Limited Amount of Data 25%
• Improved Diagnosis 25%
• Predicting Diseases 25%
• Multi-source Data Analysis 25%
• Existing Challenges 25%
• Cognitive State 25%
• Disorder Detection 25%
• Neuroimaging Studies 25%
• Brain Abnormalities 25%
• Healthy Cohort 25%
• Novel Biomarkers 25%

Computer Science

• Semisupervised Learning 100%
• Computational Approach 100%
• Machine Learning Approach 100%
• Learning System 100%
• Machine Learning 100%
• Feature Selection 50%
• Technical Challenge 50%
• Data Analysis 50%
• Learning Approach 50%
• Dimensionality Reduction 50%
• High Dimensionality 50%
• Neuroimaging Data 50%
• Domain Adaptation 50%
• Multiple Machine 50%
• Neuroimaging Study 50%
• Disease Severity 50%
• Feature Extraction 50%

Neuroscience

• Alzheimer's Disease 100%
• Pervasive Developmental Disorder 100%
• Magnetic Resonance Imaging of Brain 100%
• Brain Disease 60%
• Structural Magnetic Resonance Imaging 40%
• Mild Cognitive Impairment 20%
• Magnetic Resonance Imaging 20%
• Brain Abnormalities 20%
• Cognitive State 20%
• Neuropsychological Test 20%