Workflows

These workflows are associated with Machine learning: classification and regression

To use these workflows in Galaxy you can either click the links to download the workflows, or you can right-click and copy the link to the workflow which can be used in the Galaxy form to import workflows.

Classification LSVC

Last updated May 27, 2020

Launch in Tutorial Mode question
License: None Specified, defaults to CC-BY-4.0
Tests: ✅ Results: Not yet automated

flowchart TD
  0["ℹ️ Input Dataset\nbreast-w_train"];
  style 0 stroke:#2c3143,stroke-width:4px;
  1["ℹ️ Input Dataset\nbreast-w_targets"];
  style 1 stroke:#2c3143,stroke-width:4px;
  2["ℹ️ Input Dataset\nbreast-w_test"];
  style 2 stroke:#2c3143,stroke-width:4px;
  3["Support vector machines SVMs"];
  0 -->|output| 3;
  0 -->|output| 3;
  4["Support vector machines SVMs"];
  2 -->|output| 4;
  3 -->|outfile_fit| 4;
  5["Plot confusion matrix, precision, recall and ROC and AUC curves"];
  3 -->|outfile_fit| 5;
  4 -->|outfile_predict| 5;
  1 -->|output| 5;
  0fac82f3-c1b2-482f-a31f-30b623a0f223["Output\noutput_roc"];
  5 --> 0fac82f3-c1b2-482f-a31f-30b623a0f223;
  style 0fac82f3-c1b2-482f-a31f-30b623a0f223 stroke:#2c3143,stroke-width:4px;
  431f3596-7b80-44f0-83ee-dda8c58e1e8c["Output\noutput_confusion"];
  5 --> 431f3596-7b80-44f0-83ee-dda8c58e1e8c;
  style 431f3596-7b80-44f0-83ee-dda8c58e1e8c stroke:#2c3143,stroke-width:4px;
  ab62de11-fa69-4d59-9ebe-d5d0562f3c18["Output\noutput_prf"];
  5 --> ab62de11-fa69-4d59-9ebe-d5d0562f3c18;
  style ab62de11-fa69-4d59-9ebe-d5d0562f3c18 stroke:#2c3143,stroke-width:4px;
	
Regression GradientBoosting

Last updated May 27, 2020

Launch in Tutorial Mode question
License: None Specified, defaults to CC-BY-4.0
Tests: ✅ Results: Not yet automated

flowchart TD
  0["ℹ️ Input Dataset\nbody_fat_test"];
  style 0 stroke:#2c3143,stroke-width:4px;
  1["ℹ️ Input Dataset\nbody_fat_train"];
  style 1 stroke:#2c3143,stroke-width:4px;
  2["ℹ️ Input Dataset\nbody_fat_test_labels"];
  style 2 stroke:#2c3143,stroke-width:4px;
  3["Ensemble methods"];
  1 -->|output| 3;
  1 -->|output| 3;
  4["Ensemble methods"];
  0 -->|output| 4;
  3 -->|outfile_fit| 4;
  5["Plot actual vs predicted curves and residual plots"];
  4 -->|outfile_predict| 5;
  2 -->|output| 5;
  cf1a5f94-f79d-4d13-b142-c3e20e25b658["Output\noutput_scatter_plot"];
  5 --> cf1a5f94-f79d-4d13-b142-c3e20e25b658;
  style cf1a5f94-f79d-4d13-b142-c3e20e25b658 stroke:#2c3143,stroke-width:4px;
  e86ba3fd-3f85-4ba9-ad66-4c1e5caa875a["Output\noutput_actual_vs_pred"];
  5 --> e86ba3fd-3f85-4ba9-ad66-4c1e5caa875a;
  style e86ba3fd-3f85-4ba9-ad66-4c1e5caa875a stroke:#2c3143,stroke-width:4px;
  2cbc04d3-d2d9-4623-b63d-51f1b024d611["Output\noutput_residual_plot"];
  5 --> 2cbc04d3-d2d9-4623-b63d-51f1b024d611;
  style 2cbc04d3-d2d9-4623-b63d-51f1b024d611 stroke:#2c3143,stroke-width:4px;
	

Importing into Galaxy

Below are the instructions for importing these workflows directly into your Galaxy server of choice to start using them!
Hands-on: Importing a workflow
  • Click on Workflow on the top menu bar of Galaxy. You will see a list of all your workflows.
  • Click on galaxy-upload Import at the top-right of the screen
  • Provide your workflow
    • Option 1: Paste the URL of the workflow into the box labelled “Archived Workflow URL”
    • Option 2: Upload the workflow file in the box labelled “Archived Workflow File”
  • Click the Import workflow button

Below is a short video demonstrating how to import a workflow from GitHub using this procedure: