Weighted t-SNE

Read the scientific paper: https://github.com/sbcblab/weighted_tSNE

Access data and code: https://github.com/sbcblab/weighted_tSNE

Click on the plots to open the interactive version!

Regression dataset

Regression - no scoring — No feature importance

Regression - neural network — Feature importance as learned by a neural network

XOR dataset

XOR - no scoring — No scoring

XOR - Kruskal-Wallis — Kruskal-Wallis

XOR - Mutual Information — Mutual Information

XOR - mRMR — mRMR

XOR - ReliefF — ReliefF

XOR - Lasso — Lasso

XOR - Decision Tree — Decision Tree

XOR - Random Forest — Random Forest

XOR - Linear SVM — Linear SVM

XOR - Neural Network — Neural Network

Synthetic dataset

Synth - no scoring — No scoring

Synth - Kruskal-Wallis — Kruskal-Wallis

Synth - Mutual Information — Mutual Information

Synth - mRMR — mRMR

Synth - ReliefF — ReliefF

Synth - Lasso — Lasso

Synth - Decision Tree — Decision Tree

Synth - Random Forest — Random Forest

Synth - Linear SVM — Linear SVM

Synth - Neural Network — Neural Network

Liver cancer dataset

Liver - no scoring — No scoring

Liver - Kruskal-Wallis — Kruskal-Wallis

Liver - Mutual Information — Mutual Information

Liver - mRMR — mRMR

Liver - ReliefF — ReliefF

Liver - Lasso — Lasso

Liver - Decision Tree — Decision Tree

Liver - Random Forest — Random Forest

Liver - Linear SVM — Linear SVM

Liver - Neural Network — Neural Network

Prostate cancer dataset

Prostate - no scoring — No scoring

Prostate - Kruskal-Wallis — Kruskal-Wallis

Prostate - Mutual Information — Mutual Information

Prostate - mRMR — mRMR

Prostate - ReliefF — ReliefF

Prostate - Lasso — Lasso

Prostate - Decision Tree — Decision Tree

Prostate - Random Forest — Random Forest

Prostate - Linear SVM — Linear SVM

Prostate - Neural Network — Neural Network

Feature selection

Synth - Kruskal-Wallis — Kruskal-Wallis

Synth - “Perfect” selection — “Perfect” selection

Mouse cortex dataset

Mouse cortex - no scoring — No scoring

Mouse cortex - Lasso — Lasso

Mouse cortex - Random Forest — Random Forest

Mouse cortex - Neural Network — Neural Network

Neural network layer activation

XOR - Weighted t-SNE — Weighted t-SNE

XOR - Activation of last layer neurons — Activation of last layer neurons

Animations of neural network learning visualized with weighted t-SNE

XOR - Weighted t-SNE — Weighted t-SNE visualization of neural network learning - XOR dataset

Mouse cortex animation - Weighted t-SNE — Weighted t-SNE animation of neural network learning - Mouse cortex dataset

© Bruno Iochins Grisci. All rights reserved.