Temporal-Clustering Invariance in Irregular Healthcare Time Series

27 April 2019

Papers citing "Temporal-Clustering Invariance in Irregular Healthcare Time Series"

29 / 29 papers shown

Title
Interpolation-Prediction Networks for Irregularly Sampled Time Series Satya Narayan Shukla Benjamin M. Marlin AI4TS 3DH 39 148 0 13 Sep 2019
On the Convergence of Adam and Beyond Sashank J. Reddi Satyen Kale Surinder Kumar 58 2,482 0 19 Apr 2019
Learning to Exploit Invariances in Clinical Time-Series Data using Sequence Transformer Networks Jeeheh Oh Jiaxuan Wang Jenna Wiens AI4TS MedIm 32 49 0 21 Aug 2018
On the Generalization of Equivariance and Convolution in Neural Networks to the Action of Compact Groups Risi Kondor Shubhendu Trivedi MLT 100 497 0 11 Feb 2018
Attend and Diagnose: Clinical Time Series Analysis using Attention Models Huan-Zhi Song Deepta Rajan Jayaraman J. Thiagarajan A. Spanias MLAU 74 451 0 10 Nov 2017
An Improved Multi-Output Gaussian Process RNN with Real-Time Validation for Early Sepsis Detection Joseph D. Futoma S. Hariharan M. Sendak Nathan Brajer M. Clement A. Bedoya Cara O'Brien Katherine A. Heller 43 127 0 19 Aug 2017
Dipole: Diagnosis Prediction in Healthcare via Attention-based Bidirectional Recurrent Neural Networks Fenglong Ma Radha Chitta Jing Zhou Quanzeng You Tong Sun Jing Gao 52 552 0 19 Jun 2017
Modeling The Intensity Function Of Point Process Via Recurrent Neural Networks Shuai Xiao Junchi Yan Stephen M. Chu Xiaokang Yang H. Zha AI4TS 44 266 0 24 May 2017
Learning from Clinical Judgments: Semi-Markov-Modulated Marked Hawkes Processes for Risk Prognosis Ahmed Alaa Scott Hu M. Schaar 28 47 0 15 May 2017
Treatment-Response Models for Counterfactual Reasoning with Continuous-time, Continuous-valued Interventions Hossein Soleimani Adarsh Subbaswamy Suchi Saria CML 23 23 0 06 Apr 2017
Multitask learning and benchmarking with clinical time series data Hrayr Harutyunyan Hrant Khachatrian David C. Kale Greg Ver Steeg Aram Galstyan OOD AI4TS 122 867 0 22 Mar 2017
Classifying Symmetrical Differences and Temporal Change in Mammography Using Deep Neural Networks Thijs Kooi N. Karssemeijer 48 48 0 22 Mar 2017
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 102 1,238 0 19 Aug 2016
Deepr: A Convolutional Net for Medical Records Phuoc Nguyen T. Tran N. Wickramasinghe Svetha Venkatesh MedIm 48 371 0 26 Jul 2016
Recurrent Neural Networks for Multivariate Time Series with Missing Values Zhengping Che S. Purushotham Kyunghyun Cho David Sontag Yan Liu AI4TS 288 1,924 0 06 Jun 2016
Learning Convolutional Neural Networks for Graphs Mathias Niepert Mohamed Ahmed Konstantin Kutzkov GNN SSL 94 2,150 0 17 May 2016
A Latent Variable Recurrent Neural Network for Discourse Relation Language Models Yangfeng Ji Gholamreza Haffari Jacob Eisenstein BDL 53 125 0 07 Mar 2016
Group Equivariant Convolutional Networks Taco S. Cohen Max Welling BDL 122 1,917 0 24 Feb 2016
Temporal Convolutional Neural Networks for Diagnosis from Lab Tests N. Razavian David Sontag 32 58 0 25 Nov 2015
Doctor AI: Predicting Clinical Events via Recurrent Neural Networks Edward Choi M. T. Bahadori A. Schuetz Walter F. Stewart Jimeng Sun 128 1,092 0 18 Nov 2015
Learning to Diagnose with LSTM Recurrent Neural Networks Zachary Chase Lipton David C. Kale Charles Elkan R. Wetzel 62 1,102 0 11 Nov 2015
Semi-supervised Sequence Learning Andrew M. Dai Quoc V. Le SSL 109 1,232 0 04 Nov 2015
Deep Convolutional Networks on Graph-Structured Data Mikael Henaff Joan Bruna Yann LeCun GNN 134 1,585 0 16 Jun 2015
Beyond Short Snippets: Deep Networks for Video Classification Joe Yue-Hei Ng Matthew J. Hausknecht Sudheendra Vijayanarasimhan Oriol Vinyals R. Monga G. Toderici 114 2,334 0 31 Mar 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 940 149,474 0 22 Dec 2014
Explaining and Harnessing Adversarial Examples Ian Goodfellow Jonathon Shlens Christian Szegedy AAML GAN 182 18,922 0 20 Dec 2014
Fractional Max-Pooling Benjamin Graham TPM 73 517 0 18 Dec 2014
Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation Kyunghyun Cho B. V. Merrienboer Çağlar Gülçehre Dzmitry Bahdanau Fethi Bougares Holger Schwenk Yoshua Bengio AIMat 658 23,235 0 03 Jun 2014
Spectral Networks and Locally Connected Networks on Graphs Joan Bruna Wojciech Zaremba Arthur Szlam Yann LeCun GNN 145 4,856 0 21 Dec 2013