Combining LSTM and Latent Topic Modeling for Mortality Prediction

Optimizing Area Under Roc Curve with SVMs

Rakotomamonjy, Alain · 2004

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Topic modeling: beyond bag-of-words

Wallach, H · 2006

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Replicated Softmax: an Undirected Topic Model

Hinton, Geoffrey E and Salakhutdinov, Ruslan R · 2009

Earlier work this paper cites.

Modeling perspective using adaptor grammars

Hardisty, Eric, Boyd-Graber, Jordan, and Resnik, Philip · 2010

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Computationally Generated Cardiac Biomarkers: Heart Rate Patterns to Predict Death Following Coronary Attacks

Chia, Chih-chun and Syed, Zeeshan · 2013

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Modeling Documents with Deep Boltzmann Machines

Srivastava, Nitish, Salakhutdinov, Ruslan R, and Hinton, Geoffrey E · 2013

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Online Latent Dirichlet Allocation with Infinite Vocabulary

Zhai, Ke and Boyd-Graber, Jordan L · 2013

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Scalable noise mining in long-term electrocardiographic time-series to predict death following heart attacks

Chia, C C and Syed, Z · 2014

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Unfolding Physiological State: Mortality Modelling in Intensive Care Units

Ghassemi, Marzyeh, Naumann, Tristan, Doshi-Velez, Finale, Brimmer, Nicole, Joshi, Rohit, Rumshisky, Anna, and Szolovits, Peter · 2014

Cited alongside, same era.

A novel neural topic model and its supervised extension

Cao, Ziqiang, Li, Sujian, Liu, Yang, Li, Wenjie, and Ji, Heng · 2015

Cited alongside, same era.

Time Series Analysis of Nursing Notes for Mortality Prediction via a State Transition Topic Model

Jo, Yohan and Rosé, Carolyn Penstein · 2015

Cited alongside, same era.

Learning to Diagnose with LSTM Recurrent Neural Networks

Hierarchical multiscale recurrent neural networks

Original

Chung, Junyoung, Ahn, Sungjin, and Bengio, Yoshua · 2016

Later among the works it cites.

Topicrnn: A recurrent neural network with long-range semantic dependency

Original

Dieng, Adji B., Wang, Chong, Gao, Jianfeng, and Paisley, John William · 2016

Later among the works it cites.

Neural Document Embeddings for Intensive Care Patient Mortality Prediction

Grnarova, Paulina, Schmidt, Florian, Hyland, Stephanie L, and Eickhoff, Carsten · 2016

Later among the works it cites.

MIMIC-III, a freely accessible critical care database

Johnson, Alistair E W, Pollard, Tom J, Shen, Lu, Lehman, Li-wei H, Feng, Mengling, Ghassemi, Mohammad, Moody, Benjamin, Szolovits, Peter, Anthony Celi, Leo, and Mark, Roger G · 2016

Later among the works it cites.

Learning from LDA using deep neural networks

Zhang, Dongxu, Luo, Tianyi, and Wang, Dong · 2016

Later among the works it cites.