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What is the basis of selecting data in KNN (K-Nearest-Neighbor) weather generator?

The KNN technique is based on selecting a specified number of days similar in characteristics to the day of interest from the historical record. The vector of input data consists of p variables across q stations for each day of the historical record.

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