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Gene2vec: distributed representation of genes based on co-expression

BACKGROUND: Existing functional description of genes are categorical, discrete, and mostly through manual process. In this work, we explore the idea of gene embedding, distributed representation of genes, in the spirit of word embedding. RESULTS: From a pure data-driven fashion, we trained a 200-dim...

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Detalles Bibliográficos
Autores principales: Du, Jingcheng, Jia, Peilin, Dai, Yulin, Tao, Cui, Zhao, Zhongming, Zhi, Degui
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6360648/
https://www.ncbi.nlm.nih.gov/pubmed/30712510
http://dx.doi.org/10.1186/s12864-018-5370-x