SubOmiEmbed: Self-supervised Representation Learning of Multi-omics Data
for Cancer Type Classification

SubOmiEmbed: Self-supervised Representation Learning of Multi-omics Data for Cancer Type Classification

3 February 2022

Karthik Nandakumar

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Papers citing "SubOmiEmbed: Self-supervised Representation Learning of Multi-omics Data for Cancer Type Classification"

12 / 12 papers shown

Title
SubTab: Subsetting Features of Tabular Data for Self-Supervised Representation Learning Talip Uçar Ehsan Hajiramezanali Lindsay Edwards LMTD SSL 66 135 0 08 Oct 2021
OmiEmbed: a unified multi-task deep learning framework for multi-omics data Xiaoyu Zhang Yuting Xing Kai Sun Yike Guo 128 63 0 03 Feb 2021
A Framework For Contrastive Self-Supervised Learning And Designing A New Approach William Falcon Kyunghyun Cho SSL 71 104 0 31 Aug 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 393 18,897 0 13 Feb 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 565 42,677 0 03 Dec 2019
TabNet: Attentive Interpretable Tabular Learning Sercan O. Arik Tomas Pfister LMTD 206 1,365 0 20 Aug 2019
Integrated Multi-omics Analysis Using Variational Autoencoders: Application to Pan-cancer Classification Xiaoyu Zhang Jingqing Zhang Kai Sun Xian Yang Chengliang Dai Yike Guo DRL 57 67 0 17 Aug 2019
Continual learning with hypernetworks J. Oswald Christian Henning Benjamin Grewe João Sacramento CLL 87 363 0 03 Jun 2019
t-SNE-CUDA: GPU-Accelerated t-SNE and its Applications to Modern Data David M. Chan Roshan Rao Forrest Huang John F. Canny 56 95 0 31 Jul 2018
Hybrid Approach of Relation Network and Localized Graph Convolutional Filtering for Breast Cancer Subtype Classification SungMin Rhee Seokjun Seo Sun Kim GNN 119 176 0 16 Nov 2017
Auto-Encoding Variational Bayes Diederik P. Kingma Max Welling BDL 458 16,922 0 20 Dec 2013
Efficient Estimation of Word Representations in Vector Space Tomas Mikolov Kai Chen G. Corrado J. Dean 3DV 693 31,571 0 16 Jan 2013

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