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Clustering computing device, the clustering calculation method, the clustering calculation program and a computer readable recording medium recording the program

机译:群集计算设备,群集计算方法,群集计算程序以及记录该程序的计算机可读记录介质

摘要

PPROBLEM TO BE SOLVED: To provide clustering technology for accurately estimating the number of speakers and a parameter for characterizing each speaker, in dialization. PSOLUTION: A clustering calculation device 3 includes: an observation amount creation section 26 which reads a power vector extracted from recorded conversation data, to convert it to an observation amount of the vector corresponding to dynamic Hierarchical Dirichlet Process (dHDP) approximation model; a storage means 10 for accumulating and storing a collection data of the converted observation amount; a variation post-distribution inference section 30 in which a value of post-distribution of a plurality of parameters when the plurality of clusters are created from the collection data of the observation amount by dHDP approximation model, is respectively estimated by an expectation-maximization (EM) algorithm, and sequentially stored and updated in the storage means 10; and an output control section 28 for outputting a latest estimation value of the post-distribution of the plurality of parameters, which are stored in the storage means 10, when a finishing condition set beforehand is satisfied. PCOPYRIGHT: (C)2010,JPO&INPIT
机译:

要解决的问题:在拨号时,提供聚类技术以准确估算发言人的数量以及每个发言人的特征参数。解决方案:聚类计算设备3包括:观察量创建部分26,该观察量创建部分26读取从记录的会话数据中提取的幂矢量,以将其转换为与动态分层狄利克雷特处理(dHDP)近似模型相对应的矢量的观察量;存储装置10,用于累积并存储转换后的观察量的收集数据;变化后分布推断部分30,其中当通过dHDP近似模型从观测量的收集数据创建多个聚类时,多个参数的后分布的值分别通过期望最大化来估算( EM)算法,并依次存储和更新在存储装置10中;输出控制部28,当满足预先设定的结束条件时,输出存储在存储单元10中的多个参数的分布后的最新估计值。

版权:(C)2010,日本特许厅&INPIT

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