Computational Intelligence and Neuroscience / 2018 / Article / Tab 4 / Research Article
Automated Extraction of Human Functional Brain Network Properties Associated with Working Memory Load through a Machine Learning-Based Feature Selection Algorithm Table 4 The brain regions selected automatically by our proposed method and the classification accuracy using them.
Degree Clustering coefficient Betweenness centrality Accuracy [%] 91.07 92.86 91.07 Cost Gamma Region Frontal Sup L Frontal Sup L Precentral R Frontal Sup R Frontal Sup Orb R Frontal Mid L Frontal Sup Orb R Frontal Mid R Frontal Mid R Frontal Mid R Frontal Mid Orb L Frontal Mid Orb R Frontal Mid Orb L Frontal Inf Tri L Frontal Inf Oper R Frontal Mid Orb R Frontal Inf Tri R Frontal Inf Tri L Rolandic Oper L Frontal Inf Orb L Frontal Inf Tri R Rolandic Oper R Frontal Inf Orb R Rolandic Oper R Supp Motor Area L Supp Motor Area R Supp Motor Area R Olfactory L Olfactory L Frontal Sup Medial L Frontal Sup Medial R Olfactory R Frontal Med Orb L Frontal Med Orb L Frontal Med Orb R Frontal Med Orb R Insula L Rectus R Insula L Cingulum Mid L Insula L Insula R Cingulum Post R Cingulum Ant L Cingulum Mid L Hippocampus R Cingulum Ant R Cingulum Mid R Amygdala L Cingulum Mid R Hippocampus R Calcarine R Cingulum Post R Amygdala R Cuneus L Hippocampus L Calcarine L Cuneus R Hippocampus R Calcarine R Lingual L ParaHippocampal R Lingual L Occipital Inf L Amygdala L Occipital Mid L Fusiform L Calcarine R Occipital Mid R Fusiform R Cuneus L Occipital Inf L Postcentral L Cuneus R Postcentral R Parietal Inf L Lingual L Precuneus L Parietal Inf R Occipital Sup L Paracentral Lobule R Angular L Occipital Sup R Caudate L Precuneus L Occipital Inf R Caudate R Precuneus R Parietal Sup L Pallidum L Caudate L Parietal Inf L Temporal Sup L Caudate R Angular L Temporal Pole Sup L Putamen R Paracentral Lobule L Temporal Mid L Pallidum L Paracentral Lobule R Temporal Pole Mid R Pallidum R Caudate R Temporal Inf L Thalamus R Putamen L Cerebellum Crus1 L Temporal Pole Sup L Putamen R Cerebellum Crus2 L Temporal Mid L Thalamus L Cerebellum Crus2 R Temporal Mid R Thalamus R Cerebellum 4 5 R Temporal Pole Mid R Temporal Sup L Cerebellum 6 L Temporal Inf L Temporal Pole Sup L Cerebellum 7b L Cerebellum Crus1 L Temporal Pole Sup R Cerebellum 8 R Cerebellum Crus1 R Temporal Pole Mid L Cerebellum 9 L Cerebellum 6 L Temporal Pole Mid R Cerebellum 9 R Vermis 6 Temporal Inf R Cerebellum 10 L Vermis 7 Cerebellum 7b L Vermis 1 2 Vermis 8 Cerebellum 8 L Vermis 4 5 Cerebellum 9 L Vermis 8 Vermis 7 Vermis 8 Vermis 9 Vermis 10