Putting hands to rest: efficient deep CNN-RNN architecture for chemical named entity recognition with no hand-crafted rules - Korvigo, Ilia; Holmatov, Maxim; Zaikovskii, Anatolii; Skoblov, Mikhail (Journal of cheminformatics, 2018)
Keywords: Chemical; Chemistry; Chemistry and Materials Science; Computational Biology/Bioinformatics; Computer Applications in Chemistry; Data processing; Deep learning; Documentation and Information in Chemistry; Feature extraction; Human performance; Learning algorithms; Machine learning; Named entities recognition; Natural language processing; Neural networks; Post-production processing; Preprocessing; Recognition; Recurrent neural network; Recurrent neural networks; Software; Text mining; Theoretical and Computational Chemistry; Tokenisation; Text mining; Deep learning; Chemical; Recurrent neural network; Biocreative; Neural attention; Named entities recognition; Convolutional neural network; Conditional random fields; Chemdner; Tokenisation