Výsledky vyhledávání - "Lemieux, Sebastien"

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The TCGA Meta-Dataset Clinical Benchmark

Autor: Samiei, Mandana, Würfl, Tobias, Deleu, Tristan, Weiss, Martin, Dutil, Francis, Fevens, Thomas, Boucher, Geneviève, Lemieux, Sebastien, Cohen, Joseph Paul

Machine learning is bringing a paradigm shift to healthcare by changing the process of disease diagnosis and prognosis in clinics and hospitals. This development equips doctors and medical staff with tools to evaluate their hypotheses and hence make

Externí odkaz: http://arxiv.org/abs/1910.08636

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Towards the Latent Transcriptome

Autor: Trofimov, Assya, Dutil, Francis, Perreault, Claude, Lemieux, Sebastien, Bengio, Yoshua, Cohen, Joseph Paul

In this work we propose a method to compute continuous embeddings for kmers from raw RNA-seq data, without the need for alignment to a reference genome. The approach uses an RNN to transform kmers of the RNA-seq reads into a 2 dimensional representat

Externí odkaz: http://arxiv.org/abs/1810.03442

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Holographic Neural Architectures

Autor: Daouda, Tariq, Zumer, Jeremie, Perreault, Claude, Lemieux, Sébastien

Representation learning is at the heart of what makes deep learning effective. In this work, we introduce a new framework for representation learning that we call "Holographic Neural Architectures" (HNAs). In the same way that an observer can experie

Externí odkaz: http://arxiv.org/abs/1806.00931

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