ZaixuCui/Pattern_Classification

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MATLAB
Created over 8 years ago
Updated almost 3 years ago

ZaixuCui/Pattern_Classification

ZaixuCui

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

Pattern_Regression

Codes for our paper on NeuroImage - comparison of pattern regression algorithms and evaluation of sample size impact.

Pattern_Regression_Matlab

Matlab codes for support vector regression (SVR) and revelance vector regression (RVR) analysis with cross validation to evaluate the prediction power.

pncSingleFuncParcel

Codes for the project "development of functional topography"

Pattern_Regression_Clean

Codes for pattern regression with detailed manual

PANDA

Pipeline software "Pipeline for Analyzing braiN Diffusion imAges" for processing diffusion MRI data.

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).

pncControlEnergy

The scripts of control energy analysis on pnc dataset (1st revision)

CC_Reading_Prediction

Codes of our paper on Cerebral Cortex. Python/Matlab functions and scripts for elastic-net prediction (both 3F-CV and A-Predict-B) with inner 3F-CVs for parameter selection.

Function_Connectivity

Matlab code for calculating functional connectivity.

pncsinglefuncparcel_psychopathology

Codes for the project "Linking Individual Differences in Personalized Functional Network Topography to Psychopathology in Youth"