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A METHOD FOR DETERMINING THE TEMPORAL PROGRESSION OF A BIOLOGICAL PHENOMENON AND ASSOCIATED METHODS AND DEVICES

机译:确定生物现象的时间进程的方法及相关方法和装置

摘要

Provided herein is a method for determining the temporal progression of a biological phenomenon which may affect a studied subject, the method including the steps of providing first data relative to biomarkers for the studied subject, the biomarkers being relative to the progression of the biological phenomenon, providing a numerical model, converting the first data into at least one point on the same Riemann manifold, and using a numerical model to determine a temporal progression for the biological phenomenon for the studied subject, the numerical model being a function in a Riemann manifold, the numerical model associating to values of biomarkers a temporal progression trajectory for the biological phenomenon and data relative to the dispersion of the progression trajectory for the biological phenomenon among a plurality of subjects, the numerical model being obtained by using a stochastic approximation in an expectation-maximization technique on data relative to biomarkers.
机译:本文提供了一种确定可能影响所研究对象的生物现象的时间进展的方法,该方法包括以下步骤:提供与所研究对象的生物标志物有关的第一数据,所述生物标志物与所述生物现象的进展有关,提供数值模型,将第一数据转换为同一黎曼流形上的至少一个点,并使用数值模型确定所研究对象的生物现象的时间进程,该数值模型是黎曼流形中的函数,与生物标志物的值相关联的数值模型,该生物学现象的时间进展轨迹和与该生物学现象的进展轨迹在多个对象之间的分散相关的数据,该数值模型是通过在期望中使用随机近似获得的-与生物标记有关的数据最大化技术。

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