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Higher-Accuracy Rounding Rules for Common Arithmetic Operations

 

by Christopher L. Mulliss


The following list provides a set of recommended rounding rules for higher-accuracy use based on almost 10 years of research by Christopher Mulliss and Dr. Wei Lee’s Team.  The criteria used in this list emphasizes accuracy over simplicity and even (in one case) over preservation of precision.  The user should carefully apply these rules only when their situation justifies it.

 

High Accuracy Rounding Rules

Operation

Rounding Rule

Accuracy

Failure Modes

Division

The “Portuguese Rule”:

 

Count numbers whose leading digit is 5 or greater as having an extra significant digit and then apply the standard rule for division.

68.99%

·        Predicts 1 less digit than justified 16.95% of the time

·        Predicts 1 more digit than justified 14.06% of the time

Common Logarithm

The Chen-Lee-Mulliss Rule for Common Logarithms: 

 

If the leading digit of the input is 4 or greater then the number of significant decimal places in the result equals one plus the number of significant digits in the input.

 

Otherwise, the number of significant decimal places in the result equals the number of significant digits in the input.

90.21%

·        Predicts 1 more digit than justified 9.79% of the time

Common Exponential

The Refined Chen-Lee-Mulliss Rule for Common Exponentials:

 

If the leading digit of the result is 4 or smaller then the number of significant digits in the result equals one plus the number of significant decimal places in the input.

 

Otherwise, the number of significant digits in the result equals the number of significant decimal places in the input.

90.16%

·        Predicts 1 more digit than justified 9.84% of the time

Red = Violations of the Normal Criteria for Simplicity and/or Safety

 

Reference: https://www.angelfire.com/oh/cmulliss/index.html