Deep learning applications for predicting pharmacological properties of drugs and drug repurposing using transcriptomic data A Aliper, S Plis, A Artemov, A Ulloa, P Mamoshina, A Zhavoronkov Molecular pharmaceutics 13 (7), 2524-2530, 2016 | 574 | 2016 |
Prediction of mortality from 12-lead electrocardiogram voltage data using a deep neural network S Raghunath, AE Ulloa Cerna, L Jing, DP VanMaanen, J Stough, ... Nature medicine 26 (6), 886-891, 2020 | 229 | 2020 |
Predicting survival from large echocardiography and electronic health record datasets: optimization with machine learning MD Samad, A Ulloa, GJ Wehner, L Jing, D Hartzel, CW Good, BA Williams, ... JACC: Cardiovascular Imaging 12 (4), 681-689, 2019 | 164 | 2019 |
Deep neural networks can predict new-onset atrial fibrillation from the 12-lead ECG and help identify those at risk of atrial fibrillation–related stroke S Raghunath, JM Pfeifer, AE Ulloa-Cerna, A Nemani, T Carbonati, L Jing, ... Circulation 143 (13), 1287-1298, 2021 | 162 | 2021 |
Quantitative EEG biomarkers for mild traumatic brain injury JD Lewine, S Plis, A Ulloa, C Williams, M Spitz, J Foley, K Paulson, ... Journal of Clinical Neurophysiology 36 (4), 298-305, 2019 | 76 | 2019 |
A machine learning approach to management of heart failure populations L Jing, AE Ulloa Cerna, CW Good, NM Sauers, G Schneider, DN Hartzel, ... Heart Failure 8 (7), 578-587, 2020 | 63 | 2020 |
A three-way parallel ICA approach to analyze links among genetics, brain structure and brain function VM Vergara, A Ulloa, VD Calhoun, D Boutte, J Chen, J Liu Neuroimage 98, 386-394, 2014 | 57 | 2014 |
Deep-learning-assisted analysis of echocardiographic videos improves predictions of all-cause mortality AE Ulloa Cerna, L Jing, CW Good, DP vanMaanen, S Raghunath, ... Nature Biomedical Engineering 5 (6), 546-554, 2021 | 51 | 2021 |
rECHOmmend: an ECG-based machine learning approach for identifying patients at increased risk of undiagnosed structural heart disease detectable by echocardiography AE Ulloa-Cerna, L Jing, JM Pfeifer, S Raghunath, JA Ruhl, DB Rocha, ... Circulation 146 (1), 36-47, 2022 | 46 | 2022 |
Synthetic structural magnetic resonance image generator improves deep learning prediction of schizophrenia A Ulloa, S Plis, E Erhardt, V Calhoun 2015 IEEE 25th International Workshop on Machine Learning for Signal …, 2015 | 26 | 2015 |
Automatic classification of radiological report for intracranial hemorrhage K Jnawali, MR Arbabshirani, AE Ulloa, N Rao, AA Patel 2019 IEEE 13th international conference on semantic computing (ICSC), 187-190, 2019 | 19 | 2019 |
A pilot study on collective effects of 22q13. 31 deletions on gray matter concentration in schizophrenia J Liu, A Ulloa, N Perrone-Bizzozero, R Yeo, J Chen, VD Calhoun PloS one 7 (12), e52865, 2012 | 18 | 2012 |
Ecg based future atrial fibrillation predictor systems and methods BK Fornwalt, C Haggerty, S Raghunath, C Good, J Pfeifer, A Ulloa, ... US Patent App. 17/026,092, 2021 | 16 | 2021 |
Improving classification rate of schizophrenia using a multimodal multi-layer perceptron model with structural and functional MR A Ulloa, S Plis, V Calhoun arXiv preprint arXiv:1804.04591, 2018 | 15 | 2018 |
Generation of synthetic structural magnetic resonance images for deep learning pre-training E Castro, A Ulloa, SM Plis, JA Turner, VD Calhoun 2015 IEEE 12th International Symposium on Biomedical Imaging (ISBI), 1057-1060, 2015 | 13 | 2015 |
Association Between Copy Number Variation Losses and Alcohol Dependence Across A frican A merican and E uropean A merican Ethnic Groups AE Ulloa, J Chen, VM Vergara, V Calhoun, J Liu Alcoholism: Clinical and Experimental Research 38 (5), 1266-1274, 2014 | 12 | 2014 |
Deep neural networks can predict 1-year mortality directly from ECG signal, even when clinically interpreted as normal SM Raghunath, A Ulloa Cerna, L Jing, D Vanmaanen, JV Stough, ... Circulation 140 (Suppl_1), A14425-A14425, 2019 | 11 | 2019 |
OASIS+: leveraging machine learning to improve the prognostic accuracy of OASIS severity score for predicting in-hospital mortality Y El-Manzalawy, M Abbas, I Hoaglund, AU Cerna, TB Morland, ... BMC medical informatics and decision making 21 (1), 156, 2021 | 9 | 2021 |
A deep neural network predicts survival after heart imaging better than cardiologists A Ulloa, L Jing, CW Good, P David, SR vanMaanen, JD Suever arXiv preprint arXiv:1811.10553, 2018 | 8* | 2018 |
Parallel ica with multiple references: A semi-blind multivariate approach J Chen, VD Calhoun, AE Ulloa, J Liu 2014 36th Annual International Conference of the IEEE Engineering in …, 2014 | 8 | 2014 |