Machine Learning Significantly Improves Accuracy to Predict Survival Over the Seattle Heart Failure Model

Manar D Samad , Linyuan Jing , Alvaro E Ulloa Cerna , Dustin N Hartzel
Circulation 138 ( Suppl_1) A12513 -A12513

2018
Data Driven Phenotyping of Patients With Heart Failure using a Deep-learning Cluster Representation of Echocardiographic and Electronic Health Record Data

Alvaro E Ulloa Cerna , Gregory Wehner , Dustin N Hartzel , Christopher Haggerty
Circulation 136 ( suppl_1) A16708 -A16708

6
2017
Generalizability and quality control of deep learning-based 2D echocardiography segmentation models in a large clinical dataset

Xiaoyan Zhang , Alvaro E Ulloa Cerna , Joshua V Stough , Yida Chen
The International Journal of Cardiovascular Imaging 1 -13

5
2022
Deep Learning Prediction of New-Onset Atrial Fibrillation Using Echocardiography Videos

Alvaro E Ulloa Cerna , Sushravya Raghunath , David vanMaanen , Jeffrey Ruhl
Circulation 146 ( Suppl_1) A11000 -A11000

2022
Machine Learning-Based Classification of Echocardiographic Measurements Significantly Improves Accuracy in Predicting Mortality Over Standard Clinical Variables

Manar D Samad , Alvaro E Ulloa Cerna , Gregory J Wehner , Dustin N Hartzel
Circulation 136 ( suppl_1) A16757 -A16757

2017
Interpretable Neural Networks for Predicting Mortality Risk using Multi-modal Electronic Health Records.

Marios Pattichis , Brandon K. Fornwalt , Joshua V. Stough , Linyuan Jing
arXiv: Learning

5
2019
Deep-learning-assisted analysis of echocardiographic videos improves predictions of all-cause mortality.

Jonathan D. Suever , Marios S. Pattichis , Brandon K. Fornwalt , Gregory J. Wehner
Nature Biomedical Engineering 1 -9

1
2021
Prediction of mortality from 12-lead electrocardiogram voltage data using a deep neural network

Sushravya Raghunath , Alvaro E. Ulloa Cerna , Linyuan Jing , David P. vanMaanen
Nature Medicine 26 ( 6) 886 -891

131
2020
A Machine Learning Approach to Management of Heart Failure Populations

Linyuan Jing , Alvaro E. Ulloa Cerna , Christopher W. Good , Nathan M. Sauers
Jacc-Heart Failure 8 ( 7) 578 -587

37
2020
Latent-Based Imputation of Laboratory Measures from Electronic Health Records: Case for Complex Diseases

Vida Abedi , Manu K Shivakumar , Pinyi Lu , Raquel Hontecillas
bioRxiv 275743

4
2018
Detección automática de defectos en telas basado en la demodulación AM-FM

A Ulloa , P Rodríguez
Ibero-American Conference on Trends in Engineering Education and Collaboration

4
2009
Diseño y comparación de métodos para la detección automática de defectos en telas

Alvaro Emilio Ulloa Cerna ,
Pontificia Universidad Católica del Perú