A Variational Information Bottleneck Approach to Multi-Omics Data Integration

5 February 2021

Papers citing "A Variational Information Bottleneck Approach to Multi-Omics Data Integration"

15 / 15 papers shown

Title
A systematic review of challenges and proposed solutions in modeling multimodal data Maryam Farhadizadeh Maria Weymann Michael Blaß Johann Kraus Christopher Gundler Sebastian Walter Noah Hempen Harald Binde Nadine Binder 57 0 0 11 May 2025
Multi-View Factorizing and Disentangling: A Novel Framework for Incomplete Multi-View Multi-Label Classification Wulin Xie Lian Zhao Jiang Long Xiaohuan Lu Bingyan Nie 79 0 0 28 Jan 2025
Deep Variational Multivariate Information Bottleneck -- A Framework for Variational Losses Eslam Abdelaleem I. Nemenman K. M. Martini 58 6 0 05 Oct 2023
Learning Robust Representations via Multi-View Information Bottleneck Marco Federici Anjan Dutta Patrick Forré Nate Kushman Zeynep Akata SLR 50 256 0 17 Feb 2020
Variational Mixture-of-Experts Autoencoders for Multi-Modal Deep Generative Models Yuge Shi Siddharth Narayanaswamy Brooks Paige Philip Torr DRL 67 270 0 08 Nov 2019
Deep Multi-View Learning using Neuron-Wise Correlation-Maximizing Regularizers Kui Jia Jiehong Lin Mingkui Tan Dacheng Tao 3DV 41 32 0 25 Apr 2019
Learning Factorized Multimodal Representations Yao-Hung Hubert Tsai Paul Pu Liang Amir Zadeh Louis-Philippe Morency Ruslan Salakhutdinov DRL 98 407 0 16 Jun 2018
Multimodal Generative Models for Scalable Weakly-Supervised Learning Mike Wu Noah D. Goodman DRL 70 380 0 14 Feb 2018
Emergence of Invariance and Disentanglement in Deep Representations Alessandro Achille Stefano Soatto OOD DRL 88 476 0 05 Jun 2017
Deep Variational Information Bottleneck Alexander A. Alemi Ian S. Fischer Joshua V. Dillon Kevin Patrick Murphy 98 1,714 0 01 Dec 2016
A Survey of Multi-View Representation Learning Yingming Li Ming Yang Zhongfei Zhang AI4TS 3DV 251 512 0 03 Oct 2016
On Deep Multi-View Representation Learning: Objectives and Optimization Weiran Wang R. Arora Karen Livescu J. Bilmes SSL DRL 64 913 0 02 Feb 2016
Structured Matrix Completion with Applications to Genomic Data Integration Tianxi Cai T. Tony Cai Anru R. Zhang 55 74 0 08 Apr 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.6K 149,842 0 22 Dec 2014
Generalized Product of Experts for Automatic and Principled Fusion of Gaussian Process Predictions Yanshuai Cao David J. Fleet 41 186 0 28 Oct 2014