"Robust Identification of Parkinson’s Disease Subtypes using Hybrid Machine Learning and Radiomics"
https://www.sciencedirect.com/science/article/pii/S001048252030473X
Dimensionality Reduction Algorithms Principle Component Analysis Kernel PCA t-distributed Stochastic Neighbor Embedding Factor analysis Sammon Mapping algorithm Isomap Algorithm LandMark Isomap Algorithm Laplacian Eigenmaps Algorithm locally linear embedding algorithm multidimensional scaling Algorithm Diffusion map Algorithm Stochastic Proximity Embedding Algorithm Gaussian Process Latent Variable Model Stochastic Neighbor Embedding Algorithm symmetric Stochastic Neighbor Embedding Algorithm Autoencoders Algorithms
Clustering Algorithms Self-Organizing Map Affinity Propagation Hierarchical clustering-Ward’s Method Hierarchical Clustering -Complete Linkage Algorithms HC-WLA (Hierarchical Clustering -Weighted Linkage Algorithm K-Means Algorithm K-Mediods Algorithm Clustering with Gaussian Mixture Model Algorithms
Classifiers Decision Tree Classification Library for Support Vector Machines Naïve Bayes Classifier K Nearest Neighborhood Classifier Ensemble Leaner Classifier Linear Discriminant Analysis Classifier New probabilistic neural network Classifier Error-Correcting Output Codes Model Classifier Multilayer Perceptron_ Back Propagation Random Forest Classifier Recurrent Neural Network Classifie Radial Basis Function Algorithm Local Linear Model Trees Algorithm GLMCs (Gaussian Maximum likelihood Classifiers) types I, II and III .
Individual Clustering Evaluation Method C-index indicates
Collective Clustering Evaluation Methods ( 1 and 2) Average of Correlation Factors (AOCF), and 2) Average of Classifier Performances (AOCP; classification accuracy
AUTHOR(S): Mohammad Reza Salmanpour Paeen Afrakati, Abdollah Saberimanesh, and Arman Rahmim STATEMENT: This files are parts of clustering task for Parkinson disease. Package by Mohammad Reza Salmanpour, Abdollah Saberimanesh and Arman Rahmim. --> Copyright (C) 2020 Mohammad Reza Salmanpour ,Amirkabir University of Technology (Tehran Polytechnic)& University of British coulumbia, BC Cancer recearch center Agency All rights reserved for Mohammadreza Salmanpourpaeenafrakati, Abdollah Saberimanesh and Arman Rahmim. This package is distributed in the hope that it will be useful, Any feedback welcome!!! m.salmanpoor66@gmail.com, msalman@bccrc.ca, msalman@phas.ubc.ca, mohamad91@aut.ac.ir, First email always works for me.