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    • 5. 发明申请
    • Spatio-Temporal Self Organising Map
    • 时空自组织图
    • US20080288493A1
    • 2008-11-20
    • US11886241
    • 2006-03-16
    • Guang-Zhong YangBenny Ping Lai LoSurapa Thiemjarus
    • Guang-Zhong YangBenny Ping Lai LoSurapa Thiemjarus
    • G06F17/30
    • G06K9/00973G06K9/00335G06K9/6251
    • A method of classifying a data record as belonging to one of a plurality of classes, the data records comprising a plurality of data samples, each sample comprising a plurality of features derived from a value sampled from a sensor signal at a point in time, the method including: defining a selection variable indicative of the temporal variation of the sensor signals within a time window; defining a selection criterion for the selection variable; comparing a value of the selection variable to the selection criterion to select an input representation for a self organising map, the map having a plurality of input and output units, and deriving an input from the data samples within the time window in accordance with the selected input representation; and applying the input to a self organising map corresponding to the selected input representation and classifying the data record based on a winning output unit of the self organising map.
    • 将数据记录分类为属于多个类中的一个的方法,所述数据记录包括多个数据样本,每个样本包括从在某个时间点的传感器信号采样的值导出的多个特征, 方法包括:在时间窗内定义指示传感器信号的时间变化的选择变量; 定义选择变量的选择标准; 将所述选择变量的值与所述选择标准进行比较,以选择用于自组织映射的输入表示,所述映射具有多个输入和输出单元,以及根据所选择的时间窗从所述时间窗口内的数据样本导出输入 输入表示; 以及将所述输入应用于与所选择的输入表示相对应的自组织图,并且基于所述自组织图的获胜输出单元对所述数据记录进行分类。