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Machine learning-based pulse wave analysis for classification of circle of Willis topology: an in silico study with 30,618 virtual subjects (database: Missing PCoA and PCA P1)

Research datakeyboard_double_arrow_right Dataset 11 Jun 2024Publisher:Zenodo

Authors: SEN, Ahmet; Aguirre Font, Miquel; Avril, Stéphane; Navarro, Laurent; Alastruey, Jordi; Charlton, Peter;

doi: 10.5281/zenodo.11571907 , 10.5281/zenodo.11571906

Machine learning-based pulse wave analysis for classification of circle of Willis topology: an in silico study with 30,618 virtual subjects (database: Missing PCoA and PCA P1)

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Abstract

This repository contains the dataset for the Missing PCoA and PCA P1 described in the article with the same name. MATLAB and Python codes for post-processing the dataset and the code for training and testing all machine learning models using the open-source library TensorFlow 2.12, the Keras application programming interface, and the Scikit-learn Python package can be found in here (https://zenodo.org/records/12519322).

Related Organizations

University of Cambridge
United Kingdom
King's College London
United Kingdom
TU Wien
Austria
Mines Saint-Etienne
France

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