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LSTM: A Search Space Odyssey
Article
Article
Klaus Greff; Rupesh K. Srivastava; Jan Koutník; Bas R. Steunebrink; Jürgen Schmidhuber · IEEE Transactions on Neural Networks and Learning Systems · 2016
Several variants of the long short-term memory (LSTM) architecture for recurrent neural networks have been proposed since its inception in 1995. In recent years, these networks have become the state-of-the-art models for...
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The STRING database in 2017: quality-controlled protein–protein association networks, made broadly accessible
Article
Article
Damian Szklarczyk; John H. Morris; Helen Cook; Michael Kuhn; Stefan Wyder; Milan Simonovic; Alberto Santos; Nadezhda T. Doncheva · Nucleic Acids Research · 2016
A system-wide understanding of cellular function requires knowledge of all functional interactions between the expressed proteins. The STRING database aims to collect and integrate this information, by consolidating know...
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KEGG: new perspectives on genomes, pathways, diseases and drugs
Article
Article
Minoru Kanehisa; Miho Furumichi; Mao Tanabe; Yoko Sato; Kanae Morishima · Nucleic Acids Research · 2016
KEGG (http://www.kegg.jp/ or http://www.genome.jp/kegg/) is an encyclopedia of genes and genomes. Assigning functional meanings to genes and genomes both at the molecular and higher levels is the primary objective of the...
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