Visualization of a multidimensional descriptor space

© 2016 American Chemical Society.In this chapter, we review some concepts and techniques used to visualize chemical compounds represented as objects in a multidimensional descriptor space. Several modern dimensionality reduction techniques are compared with respect to their ability to visualize the data in 2D space, using as example a dataset of acetylcholinesterase inhibitors and their decoys.