Comparing Rule-Based and Deep Learning Models for Patient Phenotyping

Comparing Rule-Based and Deep Learning Models for Patient Phenotyping

25 March 2017

Sebastian Gehrmann

Franck Dernoncourt

Eric T. Carlson

Leo Anthony Celi

Papers citing "Comparing Rule-Based and Deep Learning Models for Patient Phenotyping"

14 / 14 papers shown

Title
"What is Relevant in a Text Document?": An Interpretable Machine Learning Approach L. Arras F. Horn G. Montavon K. Müller Wojciech Samek 69 288 0 23 Dec 2016
Deep Survival Analysis Rajesh Ranganath A. Perotte Noémie Elhadad David M. Blei 165 199 0 06 Aug 2016
LSTMVis: A Tool for Visual Analysis of Hidden State Dynamics in Recurrent Neural Networks Hendrik Strobelt Sebastian Gehrmann Hanspeter Pfister Alexander M. Rush HAI 61 83 0 23 Jun 2016
Explaining Predictions of Non-Linear Classifiers in NLP L. Arras F. Horn G. Montavon K. Müller Wojciech Samek FAtt 76 117 0 23 Jun 2016
De-identification of Patient Notes with Recurrent Neural Networks Franck Dernoncourt Ji Young Lee Özlem Uzuner Peter Szolovits OOD 57 376 0 10 Jun 2016
"Why Should I Trust You?": Explaining the Predictions of Any Classifier Marco Tulio Ribeiro Sameer Singh Carlos Guestrin FAtt FaML 1.2K 16,976 0 16 Feb 2016
Understanding Neural Networks Through Deep Visualization J. Yosinski Jeff Clune Anh Totti Nguyen Thomas J. Fuchs Hod Lipson FAtt AI4CE 122 1,872 0 22 Jun 2015
Visualizing and Understanding Neural Models in NLP Jiwei Li Xinlei Chen Eduard H. Hovy Dan Jurafsky MILM FAtt 75 706 0 02 Jun 2015
Extraction of Salient Sentences from Labelled Documents Misha Denil Alban Demiraj Nando de Freitas 73 137 0 21 Dec 2014
Convolutional Neural Networks for Sentence Classification Yoon Kim AILaw VLM 621 13,422 0 25 Aug 2014
Distributed Representations of Words and Phrases and their Compositionality Tomas Mikolov Ilya Sutskever Kai Chen G. Corrado J. Dean NAI OCL 392 33,521 0 16 Oct 2013
ADADELTA: An Adaptive Learning Rate Method Matthew D. Zeiler ODL 150 6,624 0 22 Dec 2012
Improving neural networks by preventing co-adaptation of feature detectors Geoffrey E. Hinton Nitish Srivastava A. Krizhevsky Ilya Sutskever Ruslan Salakhutdinov VLM 453 7,661 0 03 Jul 2012
Natural Language Processing (almost) from Scratch R. Collobert Jason Weston Léon Bottou Michael Karlen Koray Kavukcuoglu Pavel P. Kuksa 186 7,725 0 02 Mar 2011