Full Laplacianised posterior naive Bayesian algorithm
In the last decade the standard Naive Bayes (SNB) algorithm has been widely employed in multiclass classification problems in cheminformatics. This popularity is mainly due to the fact that the algorithm is simple to implement and in many cases yields respectable classification results. Using clever heuristic arguments anchored by insightful cheminformatics knowledge, Xia et al. have simplified the SNB algorithm further and termed it the Laplacian Corrected Modified Naive Bayes (LCMNB) approach, which has been widely used in cheminformatics since its publication.
naive bayes classifications cheminformatics laplacian corrected modified naive bayes