Codice | 23/2007 |
Titolo | Efficient estimation of 3-dimensional centerlines of inner carotid arteries and their curvature functions by free knot regression splines |
Data | 2007-11-26 |
Autore/i | Sangalli, Laura M.; Secchi, Piercesare; Vantini, Simone; Veneziani, Alessandro |
Link | Download full text | Pubblicato | Sangalli, L.M., et al., Efficient estimation of three-dimensional curves and their derivatives by free-knot regression splines, applied to the analysis of inner..., J. of the Royal Statistical Soc. Ser. C, App. Stat., Vol. 58, No. 3, 285-306 (2009) |
Abstract | This work stems from the need for accurate estimation of the
curvature function of an artery, that emerged within ANEURISK
Project, a research program that aims at investigating the role of
vascular morphology and hemodynamics on the pathogenesis of cerebral
aneurysms. We develop here a regression technique that exploits free
knot splines in a novel setting, to estimate 3-dimensional curves,
and their derivatives. We thoroughly compare this technique to a
classical regression method, local polynomial smoothing, showing
that 3-dimensional free knot regression splines yield more accurate
and efficient estimates.
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