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xinyue00766's Projects

abide icon abide

ABIDE Preprocessed Initiative

braingb icon braingb

Officially Accepted to IEEE Transactions on Medical Imaging (TMI, IF: 11.037) - Special Issue on Geometric Deep Learning in Medical Imaging.

brainnet-ml-toolbox icon brainnet-ml-toolbox

Python Machine Learning Toolbox for Brain Network Classification. Source codes are included of the top 20 teams in the Kaggle competition.

canlabcore icon canlabcore

Core tools required for running Canlab Matlab toolboxes. The heart of this toolbox is object-oriented tools that enable interactive analysis of neuroimaging data and simple scripts using high-level commands tailored to neuroimaging analysis.

classification icon classification

An implementation of balancing classes during cross-validation when solving a classification problem

dams icon dams

Domain adaptation of MRI scanners as an alternative to MRI harmonization

fmri_mvpa icon fmri_mvpa

Multi-Voxel Pattern Analysis (whole-brain searchlight) using Support Vector Machine Classification & Regression

hbm_dyslexia_classification icon hbm_dyslexia_classification

Matlab codes for our paper on Human Brain Mapping. Nested linear SVM & logistic classification (inner cross validation for P threshold selection, outer cross validation for classifier evaluation).

humanfmri_preproc_bids icon humanfmri_preproc_bids

Codes for preprocessing human fmri data collected in the cocoanlab. The data structure will be compatible with the Brain Imaging Data Structure (BIDS) and this mainly uses SPM12 as the main tool.

imbalanced-learn icon imbalanced-learn

A Python Package to Tackle the Curse of Imbalanced Datasets in Machine Learning

malini icon malini

Machine Learning in NeuroImaging (MALINI) is a MATLAB-based toolbox used for feature extraction and disease classification using resting state functional magnetic resonance imaging (rs-fMRI) data. 18 different popular classifiers are presented. With slight modifications, it can also be used for any classification problem using any set of features.

nltools icon nltools

Python toolbox for analyzing imaging data

pattern_classification icon pattern_classification

Matlab codes of pattern classification algorithms (e.g., SVC, logistic regression, MLDA) for analyzing brain imaging data.

prml icon prml

PRML algorithms implemented in Python

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