Comparison of machine learning techniques in the early detection of abdominal aortic aneurysms from in-vivo photoplethysmography data

Hackstein, 2021, Early diagnosis of aortic aneurysms based on the classification of transfer function parameters estimated from two photoplethysmographic signals, Inform Med Unlocked, 25, 10.1016/j.imu.2021.100652 Criqui, 1992, Mortality over a period of 10 years in patients with peripheral arterial disease, N Engl J Med, 326, 381, 10.1056/NEJM199202063260605 Ashton, 2002, The multicentre aneurysm screening study (MASS) into the effect of abdominal aortic aneurysm screening on mortality in men: A randomised controlled trial, Lancet, 360, 1531, 10.1016/S0140-6736(02)11522-4 Norman, 2004, Population based randomised controlled trial on impact of screening on mortality from abdominal aortic aneurysm, Br Med J, 329, 1259, 10.1136/bmj.38272.478438.55 Krüger, 2012, Acute aortic dissection type A, Br J Surg, 99, 1331, 10.1002/bjs.8840 2020 Erbel, 2014, Eur Heart J, 35, 2873, 10.1093/eurheartj/ehu281 Concannon, 2014, Diagnostic accuracy of non-radiologist performed ultrasound for abdominal aortic aneurysm: Systematic review and meta-analysis, Int J Clin Pract, 68, 1122, 10.1111/ijcp.12453 Hackstein, 2020, Estimation of ARMA-model parameters to describe pathological conditions in cardiovascular system models, Inform Med Unlocked, 18, 10.1016/j.imu.2020.100310 Chakshu, 2020, Towards enabling a cardiovascular digital twin for human systemic circulation using inverse analysis, Biomech Model Mechanobiol Jin, 2021, Arterial pulse wave propagation across stenoses and aneurysms: Assessment of one-dimensional simulations against three-dimensional simulations and in vitro measurements, J R Soc Interface, 18, 10.1098/rsif.2020.0881 Wang, 2021, Machine learning-based pulse wave analysis for early detection of abdominal aortic aneurysms using in silico pulse waves, Symmetry, 13, 804, 10.3390/sym13050804 Jones, 2021, Machine learning for detection of stenoses and aneurysms: Application in a physiologically realistic virtual patient database, Biomech Model Mechanobiol, 20, 2097, 10.1007/s10237-021-01497-7 Jones, 2021, A proof of concept study for machine learning application to stenosis detection, Med Biol Eng Comput, 59, 2085, 10.1007/s11517-021-02424-9 Schmidhuber, 2015, Deep learning in neural networks: An overview, Neural Netw, 61, 85, 10.1016/j.neunet.2014.09.003 Lipton, 2015 Hochreiter, 1997, Long short-term memory, Neural Comput, 9, 1735, 10.1162/neco.1997.9.8.1735 Wang, 2021