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# lazar

confidence intervals

#try to increase predictive accuracies

##radial svm (wores than pls)
#similarity threshold
#activity specific similarities
#uniquedescriptors
#random forests

# gui
warning if query compound contains new functional groups

# analysis
predictions fit experimental data

#only combined dataset (training)
#combined -> training dataset

#functional groups: remove, minfreq

smarts f functional groups

error band (expermental variability) for fig 7

# paper
#datasets:
  #rat chronic column
  #preprocessing remove first sentence

results:
  #CheSMapper remove text, figures
  #fig 2 smiles -> smarts, leave out?

  variability from paolos paper
  https://en.wikipedia.org/wiki/Root_mean_square_deviation
  When the RMSD is normalized by the mean measured value, is usually called coefficient of variation of the RMSD, CV(RMSD). It is analogous to the coefficient of variation with the RMSD taking the place of the standard deviation.

discussion: mispredictions

AD definition

line nrs in pdf