useMLtoPredictPD_dMRI

dMRI data on whole brain or ROI do the feature selection and get the Machine Learning model have CV validation and predicting rate over 80%

Name		Name	Last commit message	Last commit date
Latest commit History 9 Commits
.gitattributes		.gitattributes
.gitignore		.gitignore
914midbrain-singlepca.py		914midbrain-singlepca.py
Bayes.png		Bayes.png
FactorAna-face.png		FactorAna-face.png
FastICA-face.png		FastICA-face.png
Naive Bayes model CV(10) in fitting whole_brain PCA feature vector not selected.png		Naive Bayes model CV(10) in fitting whole_brain PCA feature vector not selected.png
README.md		README.md
Random Forest model CV(10) in fitting gong_block PCA feature vector after feature selection.png		Random Forest model CV(10) in fitting gong_block PCA feature vector after feature selection.png
Random Forest(1000) model CV(10) in fitting midbrain_block PCA feature vector after feature selection(100).png		Random Forest(1000) model CV(10) in fitting midbrain_block PCA feature vector after feature selection(100).png
center-midbrain.png		center-midbrain.png
fa_sklearn.py		fa_sklearn.py
fa_sklearn_svc.py		fa_sklearn_svc.py
fliter-pca-brain.png		fliter-pca-brain.png
fliter-pca-face.png		fliter-pca-face.png
get_all_brain_zhibiao.py		get_all_brain_zhibiao.py
knn_estimator.png		knn_estimator.png
mid_pcamodel.py		mid_pcamodel.py
midbrain-pca.py		midbrain-pca.py
midbrain-singlepca.py		midbrain-singlepca.py
midbrain-singlepca_gong.py		midbrain-singlepca_gong.py
midbrain-singlepca_shiyan1.py		midbrain-singlepca_shiyan1.py
niwe.nii.gz		niwe.nii.gz
origial-midbrain.png		origial-midbrain.png
originface.png		originface.png
out-PCA-FA.png		out-PCA-FA.png
out-pca-MD.png		out-pca-MD.png
pca-face.png		pca-face.png
pca-face.txt		pca-face.txt
pca-midbrain.png		pca-midbrain.png
plot_extract_rois_smith_atlas.py		plot_extract_rois_smith_atlas.py
plot_faces_decomposition.py		plot_faces_decomposition.py
plot_faces_pca.py		plot_faces_pca.py
random_forest.png		random_forest.png
random_tree.png		random_tree.png
three dimension.py		three dimension.py
through_label_sl.py		through_label_sl.py
use-pcamodel.py		use-pcamodel.py
whole_brain-singlepca.py		whole_brain-singlepca.py
whole_brain-singlepca_shiyan1.py		whole_brain-singlepca_shiyan1.py
人脸结果		人脸结果
减去特征--差异性图.png		减去特征--差异性图.png
思路.md		思路.md
新建文本文档.txt		新建文本文档.txt
红色差异.png		红色差异.png
重构的第二个图.png		重构的第二个图.png

virgotatus/useMLtoPredictPD_dMRI

Folders and files

Latest commit

History

Repository files navigation

useMLtoPredictPD_dMRI

About

Resources

Stars

Watchers

Forks

Languages