Improving Clinical Predictions through Unsupervised Time Series Representation Learning

2 December 2018

Papers citing "Improving Clinical Predictions through Unsupervised Time Series Representation Learning"

20 / 20 papers shown

Title
Analyzing Patient Daily Movement Behavior Dynamics Using Two-Stage Encoding Model Jin Cui Alexander Capstick Payam Barnaghi Gregory Scott 63 0 0 14 Feb 2025
Two-Stage Representation Learning for Analyzing Movement Behavior Dynamics in People Living with Dementia Jin Cui Alexander Capstick Payam Barnaghi Gregory Scott 85 0 0 13 Feb 2025
Recurrent Neural Network-Based Semantic Variational Autoencoder for Sequence-to-Sequence Learning Myeongjun Jang Seungwan Seo Pilsung Kang DRL 65 55 0 09 Feb 2018
Sequence-to-Sequence Models Can Directly Translate Foreign Speech Ron J. Weiss J. Chorowski Navdeep Jaitly Yonghui Wu Zhiwen Chen 74 341 0 24 Mar 2017
The Use of Autoencoders for Discovering Patient Phenotypes Harini Suresh Peter Szolovits Marzyeh Ghassemi DRL 50 28 0 20 Mar 2017
Canonical Correlation Analysis for Analyzing Sequences of Medical Billing Codes Corinne L. Jones Sham Kakade L. Thornblade D. Flum A. Flaxman CML 26 3 0 01 Dec 2016
Unsupervised Pretraining for Sequence to Sequence Learning Prajit Ramachandran Peter J. Liu Quoc V. Le SSL AIMat 71 281 0 08 Nov 2016
RETAIN: An Interpretable Predictive Model for Healthcare using Reverse Time Attention Mechanism Edward Choi M. T. Bahadori Joshua A. Kulas A. Schuetz Walter F. Stewart Jimeng Sun AI4TS 99 1,238 0 19 Aug 2016
Multi-layer Representation Learning for Medical Concepts Edward Choi M. T. Bahadori Elizabeth Searles Catherine Coffey Jimeng Sun SSL AI4TS 36 505 0 17 Feb 2016
Effective Approaches to Attention-based Neural Machine Translation Thang Luong Hieu H. Pham Christopher D. Manning 316 7,951 0 17 Aug 2015
Attention-Based Models for Speech Recognition J. Chorowski Dzmitry Bahdanau Dmitriy Serdyuk Kyunghyun Cho Yoshua Bengio 101 2,605 0 24 Jun 2015
Ask Me Anything: Dynamic Memory Networks for Natural Language Processing A. Kumar Ozan Irsoy Peter Ondruska Mohit Iyyer James Bradbury Ishaan Gulrajani Victor Zhong Romain Paulus R. Socher 85 1,176 0 24 Jun 2015
DRAW: A Recurrent Neural Network For Image Generation Karol Gregor Ivo Danihelka Alex Graves Danilo Jimenez Rezende Daan Wierstra GAN DRL 147 1,959 0 16 Feb 2015
Show, Attend and Tell: Neural Image Caption Generation with Visual Attention Ke Xu Jimmy Ba Ryan Kiros Kyunghyun Cho Aaron Courville Ruslan Salakhutdinov R. Zemel Yoshua Bengio DiffM 286 10,034 0 10 Feb 2015
Sequence to Sequence Learning with Neural Networks Ilya Sutskever Oriol Vinyals Quoc V. Le AIMat 287 20,491 0 10 Sep 2014
Discriminative Unsupervised Feature Learning with Exemplar Convolutional Neural Networks Alexey Dosovitskiy Philipp Fischer Jost Tobias Springenberg Martin Riedmiller Thomas Brox OOD SSL 70 1,018 0 26 Jun 2014
Distributed Representations of Sentences and Documents Quoc V. Le Tomas Mikolov FaML 182 9,231 0 16 May 2014
Auto-Encoding Variational Bayes Diederik P. Kingma Max Welling BDL 367 16,962 0 20 Dec 2013
Distributed Representations of Words and Phrases and their Compositionality Tomas Mikolov Ilya Sutskever Kai Chen G. Corrado J. Dean NAI OCL 300 33,445 0 16 Oct 2013
Representation Learning: A Review and New Perspectives Yoshua Bengio Aaron Courville Pascal Vincent OOD SSL 184 12,384 0 24 Jun 2012