It is a good choose to apply L\-1 Criterion other than least square criterion in data fitting when one or two large errors exist in the measuring data.This paper introduces a new algorithm for L\-1 data fitting based on Gauss\|Newton method through establishing the connection between L\-1 Criterion and least square criterion.Experimental results show that the method can be realised easily.