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Program, apparatus and method for estimating empathic influence of content on user

机译:用于估计内容对用户的共情影响的程序,装置和方法

摘要

As a learning function, this device for estimating empathetic influence M: calculates the level of identification αl and level of difficulty βl on the basis of item response theory (IRT) for each content cl from a degree of resonance matrix Tln which associates the degree of resonance tln of each user sn; has a machine learning engine learn, for each content cl, teacher data associating level of identification αl and degree of difficulty βl with a content characteristics quantity matrix Flj associating the characteristic quantity flj of each predetermined content characteristic element vj. As an operating function, the device for estimating empathetic influence calculates, for content CE to be estimated, a content characteristic quantity matrix FE associating the characteristic quantity fj of each predetermined content characteristic element vj, and the machine learning engine inputs the characteristic quantity matrix FE and outputs the level of identification αE and the degree of difficulty βE as empathetic influence M.
机译:作为学习功能,该用于估计共情影响力的设备M:基于项目响应理论(IRT),根据共振矩阵Tln的关联度Tln计算每个内容cl的识别等级αl和难度等级βl。每个用户sn的谐振tln;机器学习引擎针对每个内容cl,学习教师数据,将识别水平α1和难易度β1,与将每个预定内容特征元素vj的特征量flj相关联的内容特征量矩阵Flj相关联。作为操作功能,用于评估共情影响的装置针对要估计的内容CE计算与每个预定内容特征元素vj的特征量fj相关联的内容特征量矩阵FE,并且机器学习引擎输入特征量矩阵FE并输出识别级别αE和难度级别βE作为共情影响M。

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