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SPATIAL DATA RESOLUTION-INCREASING METHOD, SPATIAL DATA RESOLUTION-INCREASING DEVICE, AND PROGRAM

机译:空间数据分辨率增加方法,空间数据分辨率增加设备和程序

摘要

A spatial data resolution-increasing method according to one embodiment is characterized in that a computer executes: an acquisition procedure for acquiring, as training data, point data that associates points within a geographical space with values for the points, and region data that associates regions within the geographical space with values for the regions; an inference procedure for using the training data acquired by the acquisition procedure to infer parameters for a multivariate Gaussian process model that is expressed as a linear mixture of a plurality of latent Gaussian processes; and a calculation procedure for using the multivariate Gaussian process model that has the parameters inferred by the inference procedure to calculate increased-resolution data that associates regions having a finer granularity than the aforementioned regions with values for the regions having the finer granularity from the region data, which is designated by a user.
机译:根据一个实施例的空间数据分辨率增加方法的特征在于计算机执行:获取用于获取的获取过程,作为训练数据,该训练数据将点的点数据关联在地理空间内的点,其具有与区域的点的值和区域数据相关联在地理空间内,具有区域的值;用于使用采集过程获取的训练数据的推断过程,以推断用于多变量高斯过程模型的参数,其表示为多个潜高斯过程的线性混合;以及使用多变量高斯过程模型的计算过程,该计算过程具有推断过程推断的参数来计算将具有比上述区域的区域与具有来自区域数据的更精细粒度的区域的值的区域相关联的分辨率数据,由用户指定。

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