We run a computational challenge to solicit solutions to the automatic classification of drugs based on their biological activity in human cells. Over 4,000 people joined the competition by submitting hundreds of computational approaches.
Open data science and algorithm development competitions offer a unique avenue for rapid discovery of better computational strategies. We highlight three examples in computational biology and bioinformatics research in which the use of competitions has yielded significant performance gains over established algorithms.