| Clinical applications of machine learning in cardiovascular disease and its relevance to cardiac imaging SJ Al’Aref, K Anchouche, G Singh, PJ Slomka, KK Kolli, A Kumar, ... European heart journal 40 (24), 1975-1986, 2019 | 413 | 2019 |
| Machine learning of clinical variables and coronary artery calcium scoring for the prediction of obstructive coronary artery disease on coronary computed tomography angiography … SJ Al’Aref, G Maliakal, G Singh, AR van Rosendael, X Ma, Z Xu, ... European heart journal 41 (3), 359-367, 2020 | 174 | 2020 |
| Maximization of the usage of coronary CTA derived plaque information using a machine learning based algorithm to improve risk stratification; insights from the CONFIRM registry AR van Rosendael, G Maliakal, KK Kolli, A Beecy, SJ Al’Aref, A Dwivedi, ... Journal of cardiovascular computed tomography 12 (3), 204-209, 2018 | 168 | 2018 |
| Machine learning in cardiac CT: basic concepts and contemporary data G Singh, SJ Al’Aref, M Van Assen, TS Kim, A van Rosendael, KK Kolli, ... Journal of Cardiovascular Computed Tomography 12 (3), 192-201, 2018 | 106 | 2018 |
| Unsupervised learning based feature extraction for differential diagnosis of neurodegenerative diseases: a case study on early-stage diagnosis of Parkinson disease G Singh, L Samavedham Journal of neuroscience methods 256, 30-40, 2015 | 78 | 2015 |
| Determinants of in‐hospital mortality after percutaneous coronary intervention: a machine learning approach SJ Al'Aref, G Singh, AR van Rosendael, KK Kolli, X Ma, G Maliakal, ... Journal of the American Heart Association 8 (5), e011160, 2019 | 69 | 2019 |
| Identification and quantification of cardiovascular structures from CCTA: an end-to-end, rapid, pixel-wise, deep-learning method L Baskaran, G Maliakal, SJ Al’Aref, G Singh, Z Xu, K Michalak, K Dolan, ... Cardiovascular Imaging 13 (5), 1163-1171, 2020 | 65 | 2020 |
| An augmented reality system for image guidance of transcatheter procedures for structural heart disease J Liu, SJ Al’Aref, G Singh, A Caprio, AAA Moghadam, SJ Jang, SC Wong, ... PloS one 14 (7), e0219174, 2019 | 42 | 2019 |
| A boosted ensemble algorithm for determination of plaque stability in high-risk patients on coronary CTA SJ Al’Aref, G Singh, JW Choi, Z Xu, G Maliakal, AR van Rosendael, ... Cardiovascular Imaging 13 (10), 2162-2173, 2020 | 40 | 2020 |
| Comparing a novel machine learning method to the Friedewald formula and Martin-Hopkins equation for low-density lipoprotein estimation G Singh, Y Hussain, Z Xu, E Sholle, K Michalak, K Dolan, BC Lee, ... PLoS One 15 (9), e0239934, 2020 | 37 | 2020 |
| Mass spectrometry based lipid (ome) analyzer and molecular platform: a new software to interpret and analyze electrospray and/or matrix‐assisted laser desorption/ionization … V Sabareesh, G Singh Journal of Mass Spectrometry 48 (4), 465-477, 2013 | 31 | 2013 |
| Machine learning-based framework for multi-class diagnosis of neurodegenerative diseases: a study on Parkinson’s disease G Singh, M Vadera, L Samavedham, ECH Lim IFAC-PapersOnLine 49 (7), 990-995, 2016 | 29 | 2016 |
| Review of Image Registration in Medical Robotics and Intelligent Systems: Fundamentals and Applications BM Jun Liu, Gurpreet Singh, Subhi Al’Aref, Benjamin Lee, Olachi Oleru, James ... Advanced Intelligent Systems, 2019 | 20 | 2019 |
| Extraction of radiographic findings from unstructured thoracoabdominal computed tomography reports using convolutional neural network based natural language processing M Pandey, Z Xu, E Sholle, G Maliakal, G Singh, Z Fatima, D Larine, ... PLoS One 15 (7), e0236827, 2020 | 18 | 2020 |
| Determination of imaging biomarkers to decipher disease trajectories and differential diagnosis of neurodegenerative diseases (DIsease TreND) G Singh, L Samavedham, ECH Lim, ... Journal of neuroscience methods 305, 105-116, 2018 | 16 | 2018 |
| Multiclass diagnosis of neurodegenerative diseases: A neuroimaging machine-learning-based approach G Singh, M Vadera, L Samavedham, ECH Lim Industrial & Engineering Chemistry Research 58 (26), 11498-11505, 2019 | 14 | 2019 |
| End-to-end, pixel-wise vessel-specific coronary and aortic calcium detection and scoring using deep learning G Singh, SJ Al’Aref, BC Lee, JK Lee, SY Tan, FY Lin, HJ Chang, LJ Shaw, ... Diagnostics 11 (2), 215, 2021 | 12 | 2021 |
| Algorithm for image-based biomarker detection for differential diagnosis of Parkinson's disease G Singh, L Samavedham IFAC-PapersOnLine 48 (8), 918-923, 2015 | 12 | 2015 |
| Machine Learning in Cardiovascular Medicine SJ Al'Aref, G Singh, L Baskaran, D Metaxas Academic Press, 2020 | 9 | 2020 |
| Deep Learning Based Automatic Segmentation of Cardiac Computed Tomography G Singh, SJ Al'Aref, G Maliakal, M Pandey, AR van Rosendael, BC Lee, ... Journal of the American College of Cardiology 73 (9), 1643, 2019 | 5 | 2019 |
Subhi J Al'Aref MDUniversity of Arkansas for Medical SciencesVerified email at UAMS.edu
