The aim of virtual screening is to identify novel chemical structures of molecules that bind to the protein of interest. Ligand-based virtual screening methods are based on 2D similarity and 3D similarity between compounds. My research focuses on the development of novel methods in ligand-based virtual screening which address some limitations of the current methods and improve the predictive performance.