Survival analysis using deep learning with medical imaging

Deep learning for survival outcomes

(2020) Jon Arni Steingrimsson et al.   STATISTICS IN MEDICINE

Deep Neural Networks For Predicting Restricted Mean Survival Times

(2020) Lili Zhao   BIOINFORMATICS

ROC‐guided survival trees and ensembles

(2019) Yifei Sun et al.   BIOMETRICS

DeepSurv: personalized treatment recommender system using a Cox proportional hazards deep neural network

(2018) Jared L. Katzman et al.   BMC Medical Research Methodology

Censoring Unbiased Regression Trees and Ensembles

(2018) Jon Arni Steingrimsson et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Predicting cancer outcomes from histology and genomics using convolutional networks

(2018) Pooya Mobadersany et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

A survey on deep learning in medical image analysis

(2017) Geert Litjens et al.   MEDICAL IMAGE ANALYSIS

Tree based weighted learning for estimating individualized treatment rules with censored data

(2017) Yifan Cui et al.   Electronic Journal of Statistics

Predicting clinical outcomes from large scale cancer genomic profiles with deep survival models

(2017) Safoora Yousefi et al.   Scientific Reports

A Deep Learning-Based Radiomics Model for Prediction of Survival in Glioblastoma Multiforme

(2017) Jiangwei Lao et al.   Scientific Reports

Convolutional Neural Networks for Medical Image Analysis: Full Training or Fine Tuning?

(2016) Nima Tajbakhsh et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Doubly robust survival trees

(2016) Jon Arni Steingrimsson et al.   STATISTICS IN MEDICINE

Regularization Paths for Generalized Linear Models via Coordinate Descent

(2015) Jerome Friedman et al.   Journal of Statistical Software

Erratum: Corrigendum: Decoding tumour phenotype by noninvasive imaging using a quantitative radiomics approach

(2014) Hugo J.W.L. Aerts et al.   Nature Communications

The Cancer Imaging Archive (TCIA): Maintaining and Operating a Public Information Repository

(2013) Kenneth Clark et al.   JOURNAL OF DIGITAL IMAGING

A Partitioning Deletion/Substitution/Addition Algorithm for Creating Survival Risk Groups

(2012) Karen Lostritto et al.   BIOMETRICS