Meeting 13 - GeorgeIniatis/Blood_Brain_Barrier_Drug_Prediction GitHub Wiki

Meeting Minutes

This meeting mainly focused on discussing error analysis

Comments made by supervisor:

  • There is no clear systematic process to perform error analysis. It is an unspecified task
  • Confusion matrices for multiclass problems could work very well but not for binary problems
  • Unsupervised learning on the mistakes could provide useful insights. (PCA os something like K-Means)
  • The dataset could definetely contain mislabelled drugs/compounds but given the nature of the problem we cannot identify these with any confidence
  • It would definetely be something nice to have to discuss especially if patterns can be recognised but not a huge amount of time should be spent making it work

Action Plan

  • Keep looking at error analysis