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MLL_CancerDiagnosis

1. Preprocessing:

  • different preprocessing techniques for different algorithms combinations
  • Standerization
  • MinMax Scaling
  • Feature selection
  • Filtering method: Anova, regression
  • Wrapper method: RFE
  • dimention reduction
  • PCA
  • UMAP

2. classification with evaluation

  • KNN
  • SVM
  • NN

3. clustering with evaluation

  • row clustering
  • Hierarchical clustering
  • column "gene" clustering
  • Hierarchical clustering
  • K-mean
  • DBscan

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