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We devised a new adaptive method that gradually becomes more robust as the method proceeds. We first fit the data using a robust form of nonlinear regression, based on the assumption that scatter follows a Lorentzian distribution. We describe a new method for identifying outliers when fitting data with nonlinear regression. However, we know of no practical method for routinely identifying outliers when fitting curves with nonlinear regression. Outliers can dominate the sum-of-the-squares calculation, and lead to misleading results. This assumption leads to the familiar goal of regression: to minimize the sum of the squares of the vertical or Y-value distances between the points and the curve.
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