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Radiomics - Coggle Diagram
Radiomics
Feature Extraction
Pyradiomics
Image Segmentation
3D slicer
Machine Learning based classification
Decision Tree
Fine Tree
Medium Tree
Coarse Tree
Discriminant Analysis
LDA
Quadratic
SVM
Linear
Quadratic
Cubic
Fine Gaussian
Medium Gaussian
Coarse Gaussian
KNN
Fine KNN
Medium KNN
Coarse KNN
Weighted KNN
Ensemble Learning
Subspace Discriminant
Subspace KNN
AdaBoost Algorithm with Decision Tree
Bootstrapped Aggregated (Bagged)
Algorithm with Decision Tree
RUSBoost Algorithm with Decision Tree
Deep learning
Results
Dimensionality reduction and Feature Selection
Missing Value Ratio
Low Variance Filter
High Correlation Filter
Random Forest
Backward Feature Elimination
Forward Feature Selection
Factor Analysis
Principal Component Analysis
Independent Component Analysis
Methods Based on Projections
t-Distributed Stochastic Neighbor Embedding (t-SNE)
UMAP
Lasso regression
Ridge regression
Elastic nets