February, 2023#

Monday, 06/02/2023#

What I did today:

  • adjusted file paths in the Data analysis notebook and Data exploration notebook and used relative paths and plat-form independent paths to ensure reproducibility

To-do next time working on the project:

  • interpret ROC curve

  • finalise logistic regression section in the Data analysis notebook

  • start with the SVM section in the Data analysis notebook

  • Work on Issue #2 on github

Monday, 13/02/2023#

What I did today:

  • computed logistic regression for microstructural data

  • plotted brain region differences between controls and patients for the macrostructural data and microstructural data

To-do next time working on the project:

  • intepret ROC curve

  • provide more information on logistic regression section

  • compute SVM for macro and microstructural data

  • Read into Gridsearch to see how results differ whith different parameters

Wednesday, 16/02/2023#

What I did today:

  • created new notebook for SVM and computed pipelines for macro- and microstructural data

To-do next time working on the project:

  • Read into Gridsearch to see how results differ whith different parameters

  • provide more information on logistic regression and SVM section

  • intepret ROC curves

Thursday 23/02/2023#

What I did today:

  • provided more information on logistic regression and SVM notebook

  • intepreted ROC curve for macrostructural data

  • worked on the issue to standardise before splitting the data

To-do next time working on the project:

  • intepret ROC curve for microstructural data

  • Read into Gridsearch to see how results differ whith different parameters

  • provide more information on logistic regression and SVM notebook for microstructual data

  • cross-validate SVM and logistic regression for macro- and microstructural data