Numbers - Determining Approximate Equality Between a Fraction and Floating-Point Value
(Page 2 of 12 )
Problem
You need to compare a fraction with a value of type double or float to determine whether they are within a close approximation to each other. Take, for example, the result of comparing the expression 1/6 and the value 0.16666667. These seem to be equivalent, except that 0.16666666 is precise to only 8 places to the right of the decimal point, and 1/6 is precise to the maximum number of digits to the right of the decimal point that the data type will hold.
Solution
Verify that the difference between the two values is within an acceptable tolerance:
using System;
public static bool IsApproximatelyEqualTo(double numerator,
double denominator,
double dblValue,
double epsilon)
{
double difference = (numerator/denominator) - dblValue;
if (Math.Abs(difference) < epsilon)
{
// This is a good approximation
return (true);
}
else
{
// This is NOT a good approximation
return (false);
}
}
Replacing the type double with float allows you to determine whether a fraction and a float value are approximately equal.
Discussion
Fractions can be expressed as a numerator over a denominator; however, storing them as a floating-point value might be necessary. Storing fractions as floating-point values introduces rounding errors that make it difficult to perform comparisons. Expressing the value as a fraction (e.g., 1/6) allows the maximum precision. Expressing the value as a floating-point value (e.g., 0.16667) can limit the precision of the value. In this case, the precision depends on the number of digits that the developer decides to use to the right of the decimal point.
You might need a way to determine whether two values are approximately equal to each other. This comparison is achieved by defining a value (epsilon) that is the smallest positive value, greater than zero, in which the absolute value of the difference between two values (numerator/denominator -dblValue) must be less than. In other words, by taking the absolute value of the difference between the fraction and the floating-point value and comparing it to a predetermined value passed to the epsilon argument, we can determine whether the floating-point value is a good approximation of the fraction.
Consider a comparison between the fraction 1/7 and its floating-point value, 0.14285714285714285. The following call to the IsApproximatelyEqualTo method indicates that there are not enough digits to the right of the decimal point in the floating-point value to be a good approximation of the fraction (there are 6 digits, although 7 are required):
bool Approximate = Class1.IsApproximatelyEqualTo(1, 7, .142857, .0000001);
// Approximate == false
Adding another digit of precision to the third parameter of this method nowindicates that this more precise number is what we require for a good approximation of the fraction 1/7:
bool Approximate = Class1.IsApproximatelyEqualTo(1, 7, .1428571, .0000001);
// Approximate == true
See Also: See the “Double.Epsilon Field” and “Single.Epsilon Field” topics in the MSDN documentation.
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