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Let yi = sigma + Wi be the output of an instrument where the input is a scalar and Wi ~ N ( 0 ,

Let yi = sigma + Wi be the output of an instrument where the input is a scalar and Wi ~ N(0,w) is an i.i.d gaussian noise

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