A functional supervised learning approach to the study of blood pressure data

作者：Papayiannis Georgios I.^*; Giakoumakis Emmanuel A.; Manios Efstathios D.; Moulopoulos Spyros D.; Stamatelopoulos Kimon S.; Toumanidis Savvas T.; Zakopoulos Nikolaos A.; Yannacopoulos Athanasios N.

来源：Statistics in Medicine, 2018, 37(8): 1359-1375.

DOI：10.1002/sim.7587

• blood pressure
• Frechet mean
• functional supervised learning
• hypertension

In this work, a functional supervised learning scheme is proposed for the classification of subjects into normotensive and hypertensive groups, using solely the 24-hour blood pressure data, relying on the concepts of Frechet mean and Frechet variance for appropriate deformable functional models for the blood pressure data. The schemes are trained on real clinical data, and their performance was assessed and found to be very satisfactory.

• 出版日期2018-4-15
• 单位中国人民解放军海军大连舰艇学院