Parkinson’s Disease Diagnosis beyond Clinical Features: A Bio-marker using Topological Machine Learning of Resting-state Functional Magnetic Resonance Imaging
Nan Xu, Yuxiang Zhou, Ameet Patel, Na Zhang, Yongming Liu
Topics & Concepts
Functional magnetic resonance imagingArtificial intelligenceResting state fMRIMachine learningComputer scienceRandom forestDimensionality reductionTopological data analysisDefault mode networkPattern recognition (psychology)Parkinson's diseaseTopology (electrical circuits)DiseasePsychologyMedicineNeuroscienceAlgorithmMathematicsPathologyCombinatoricsAdvanced Neuroimaging Techniques and ApplicationsFunctional Brain Connectivity StudiesParkinson's Disease Mechanisms and Treatments