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Gurpreet Singh
Gurpreet Singh
Senior Director, Head of Applied Machine Learning
Email verificata su bayer.com
Titolo
Citata da
Citata da
Anno
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
4402019
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
1862020
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
1732018
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
1142018
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
832015
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
782019
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
672020
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
452019
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
442020
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
382020
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
312013
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
282016
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
252019
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
202020
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
192018
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
152019
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
132021
Algorithm for image-based biomarker detection for differential diagnosis of Parkinson's disease
G Singh, L Samavedham
IFAC-PapersOnLine 48 (8), 918-923, 2015
122015
Machine Learning in Cardiovascular Medicine
SJ Al'Aref, G Singh, L Baskaran, D Metaxas
Academic Press, 2020
102020
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
52019
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