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Excellent manuscript. Rarely can one make such a concise, compelling and easily understood point. This paper should be mandatory reading for anyone interested in kNN for forest inventory and monitoring applications. As an aside, I spent about 6 months trying to devise a weighting scheme in high dimensions to eliminate bias when census of pixel predictions… (More)