Acute Fish Toxicity log LC50

kNN

K-Nearest Neighbors Approach

k-Nearest Neighbors model to predict the acute toxicity log LC50 for Fish

k-nearest-neighbors model based on the Jaccard metric in the space of atom-centered fragment (ACF) counts. Note that the unit of LC50 is [mol/L] (given as log value).

Dataset of Schüürmann et al. - contains 691 chemicals

621 datapoints

A leave-one-out cross-validation was performed to evaluate the developed model.