determining the cognitive set of data for each subject of a group of subjects;acquiring for each subject a CDRSoB neuropsychological score, wherein said CDRSoB neuropsychological score is used for classifying each subject either in the first class or in the second class;training a two-class machine learning classification algorithm on the cognitive data sets of all subjects, wherein for each subject, the cognitive data set is used as input of the algorithm and the obtained classification of the subject as output target of the algorithm, wherein the two-class machine learning classification algorithm is configured for classifying each cognitive data set either in said first class or in said second class;predicting the evolution of the cognitive score of a subject by using the trained two-class machine classification learning algorithm for automatically classifying a new cognitive dataset for said subject either into said first class or into said second class."/> INTEGRATIVE PREDICTION OF A COGNITIVE EVOLUTION OF A SUBJECT
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INTEGRATIVE PREDICTION OF A COGNITIVE EVOLUTION OF A SUBJECT

机译:主题的认知进化的综合预测

摘要

System and method for automatically predicting an evolution of a cognitive score for a subject by classifying a cognitive data set for said subject into either a first class or a second class, the method comprising:determining the cognitive set of data for each subject of a group of subjects;acquiring for each subject a CDRSoB neuropsychological score, wherein said CDRSoB neuropsychological score is used for classifying each subject either in the first class or in the second class;training a two-class machine learning classification algorithm on the cognitive data sets of all subjects, wherein for each subject, the cognitive data set is used as input of the algorithm and the obtained classification of the subject as output target of the algorithm, wherein the two-class machine learning classification algorithm is configured for classifying each cognitive data set either in said first class or in said second class;predicting the evolution of the cognitive score of a subject by using the trained two-class machine classification learning algorithm for automatically classifying a new cognitive dataset for said subject either into said first class or into said second class.
机译:通过将用于受试者的认知数据集分类为第一类或第二类来自动预测该受试者的认知分数的演变的系统和方法,该方法包括: 确定一组受试者中每个受试者的认知数据集; 为每个受试者获取CDRSoB神经心理学评分,其中所述CDRSoB神经心理学评分用于对第一类或第二类中的每个主题进行分类; 在所有受试者的认知数据集,其中对于每个受试者,将认知数据集用作算法的输入,并将所获得的受试者分类作为算法的输出目标,其中两类机器学习分类算法配置为在所述第一类或第二类中对每个认知数据集进行分类;
  • 通过使用训练有素的两级机器分类学习算法将受试者的新认知数据集自动分类为所述第一类,来预测受试者的认知评分的演变或进入所述第二类。
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