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Mining Mass Spectra for Peptide Facts
The current mainstream software for peptide-centric tandem mass spectrometry data analysis can be categorized as either …
Jérémie Zumer
,
Sébastien Lemieux
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DOI
Pepid - a Highly Modifiable Bioinformatics-Oriented Peptide Search Engine
Motivation Current peptide search engines are optimized for wet-lab work ows, i.e. they operate in an endto-end manner to achieve …
Jérémie Zumer
,
Sébastien Lemieux
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DOI
Baseline Acute Myeloid Leukemia Prognosis Models using Transcriptomic and Clinical Profiles by Studying the Impacts of Dimensionality Reductions and Gene Signatures on Cox-Proportional Hazard
Gene marker extraction to evaluate risk in cancer can refine the diagnosis process and lead to adapted therapies and better survival. …
Léonard Sauvé
,
Josée Hébert
,
Guy Sauvageau
,
Sébastien Lemieux
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DOI
The TCGA Meta-Dataset Clinical Benchmark
Machine learning is bringing a paradigm shift to healthcare by changing the process of disease diagnosis and prognosis in clinics and …
Mandana Samiei
,
Tobias Würfl
,
Tristan Deleu
,
Martin Weiss
,
Francis Dutil
,
Thomas Fevens
,
Geneviève Boucher
,
Sébastien Lemieux
,
Paul Joseph Cohen
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Holographic Neural Architectures
Representation learning is at the heart of what makes deep learning effective. In this work, we introduce a new framework for …
Tariq Daouda
,
Jérémie Zumer
,
Claude Perreault
,
Sébastien Lemieux
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Target variant detection in leukemia using unaligned RNA-Seq reads
Mutations identified in each Acute Myeloid Leukemia (AML) patients are useful for prognosis and to select targeted therapies. Detection …
Olivier Eric Audemard
,
Patrick Gendron
,
Vincent-Philippe Lavallée
,
Josée Hébert
,
Guy Sauvageau
,
Sébastien Lemieux
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DOI
Towards the Latent Transcriptome
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 …
Trofimov Assya
,
Dutil Francis
,
Perreault Claude
,
Lemieux Sebastien
,
Bengio Yoshua
,
Cohen Joseph Paul
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DOI
Warp - a method for neural network interpretability applied to gene expression profiles
We show a proof of principle for warping, a method to interpret the inner working of neural networks in the context of gene expression …
Assya Trofimov
,
Sébastien Lemieux
,
Claude Perreault
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DOI
myCircos - Facilitating the Creation and Use of Circos Plots Online
Circos plots were designed to display large amounts of processed genomic information on a single graphical representation. The creation …
Caroline Labelle
,
Geneviève Boucher
,
Sébastien Lemieux
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DOI
Theano - A Python framework for fast computation of mathematical expressions
Theano is a Python library that allows to define, optimize, and evaluate mathematical expressions involving multi-dimensional arrays …
The Theano Development Team
,
Al-Rfou Rami
,
Alain Guillaume
,
Almahairi Amjad
,
Angermueller Christof
,
Bahdanau Dzmitry
,
Ballas Nicolas
,
Bastien Frédéric
,
Bayer Justin
,
Belikov Anatoly
,
Belopolsky Alexander
,
Bengio Yoshua
,
Bergeron Arnaud
,
Bergstra James
,
Bisson Valentin
,
Snyder Josh Bleecher
,
Bouchard Nicolas
,
Boulanger-Lewandowski Nicolas
,
Bouthillier Xavier
,
de Brébisson Alexandre
,
Breuleux Olivier
,
Carrier Pierre-Luc
,
Cho Kyunghyun
,
Chorowski Jan
,
Christiano Paul
,
Cooijmans Tim
,
Côté Marc-Alexandre
,
Côté Myriam
,
Courville Aaron
,
Delalleau Olivier
,
Demouth Julien
,
Desjardins Guillaume
,
Dieleman Sander
,
Dinh Laurent
,
Ducoffe Mélanie
,
Dumoulin Vincent
,
Kahou Samira Ebrahimi
,
Erhan Dumitru
,
Fan Ziye
,
Firat Orhan
,
Germain Mathieu
,
Glorot Xavier
,
Goodfellow Ian
,
Graham Matt
,
Gulcehre Caglar
,
Hamel Philippe
,
Harlouchet Iban
,
Heng Jean-Philippe
,
Hidasi Balázs
,
Honari Sina
,
Jain Arjun
,
Jean Sébastien
,
Jia Kai
,
Korobov Mikhail
,
Kulkarni Vivek
,
Lamb Alex
,
Lamblin Pascal
,
Larsen Eric
,
Laurent César
,
Lee Sean
,
Lefrancois Simon
,
Lemieux Simon
,
Léonard Nicholas
,
Lin Zhouhan
,
Lorenz Cory
,
Lowin Jeremiah
,
Ma Qianli
,
Manzagol Pierre-Antoine
,
Mastropietro Olivier
,
Memisevic Roland
,
van Merriënboer Bart
,
Michalski Vincent
,
Mirza Mehdi
,
Orlandi Alberto
,
Pal Christopher
,
Pascanu Razvan
,
Pezeshki Mohammad
,
Raffel Colin
,
Renshaw Daniel
,
Rocklin Matthew
,
Romero Adriana
,
Roth Markus
,
Sadowski Peter
,
Salvatier John
,
Savard François
,
Schlüter Jan
,
Schulman John
,
Schwartz Gabriel
,
Serban Iulian Vlad
,
Serdyuk Dmitriy
,
Shabanian Samira
,
Simon Étienne
,
Spieckermann Sigurd
,
Subramanyam S. Ramana
,
Sygnowski Jakub
,
Tanguay Jérémie
,
van Tulder Gijs
,
Turian Joseph
,
Urban Sebastian
,
Vincent Pascal
,
Visin Francesco
,
de Vries Harm
,
Warde-Farley David
,
Willson Matthew
,
Xu Kelvin
,
Xue Lijun
,
Yao Li
,
Zhang Saizheng
,
Zhang Ying
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