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PLATFORM FOR SELECTION OF ITEMS USED FOR THE CONFIGURATION OF AN INDUSTRIAL SYSTEM
PLATFORM FOR SELECTION OF ITEMS USED FOR THE CONFIGURATION OF AN INDUSTRIAL SYSTEM
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机译:用于配置工业系统的项目选择平台
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摘要
A computer-implemented method and platform for context aware sorting of items available for configuration of a system during a selection session, the method comprising the steps of providing (S1) a numerical input vector, V, representing items selected in a current selection session as context; calculating (S2) a compressed vector, Vcomp, from the numerical input vector, V, using an artificial neural network, ANN, adapted to capture non-linear dependencies between items; multiplying (S3) the compressed vector, Vcomp, with a weight matrix, EI, derived from a factor matrix, E, obtained as a result of a tensor factorization of a stored relationship tensor, Tr, representing relations, r, between selections of items performed in historical selection sessions, available items and their attributes to compute an output score vector, S; and sorting (S4) automatically the available items for selection in the current selection session according to relevance scores of the computed output score vector, S.
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机译:一种计算机实现的方法和平台,用于在选择会话期间对可用于系统配置的项目进行上下文感知排序,该方法包括以下步骤:提供(S1)表示当前选择会话中选择的项目的数字输入向量V上下文使用适于捕获项目之间的非线性依存关系的人工神经网络ANN,从数字输入向量V计算(S2)压缩向量V comp Sub>。将压缩向量V comp Sub>与权重矩阵E I Sub>相乘(S3),权重矩阵E是从因数张量分解得到的因子矩阵E中得出的存储的关系张量T r Sub>,表示历史选择会话中执行的项目选择,可用项目及其属性之间的关系r,以计算输出得分矢量S;根据计算出的输出得分向量S的相关得分,对当前选择会话中可供选择的可用项目进行自动排序(S4)。
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