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Threshold Knot Selection for Large-Scale Spatial Models With Applications to the Deepwater Horizon Disaster

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Large spatial datasets are typically modeled through a small set of knot locations; often these locations are specified by the investigator by arbitrary criteria. Existing methods of estimating the locations of knots assume their number is known a priori, or a... ...