Discuss the difference between truncation and rounding errors, and provide an example of each.
Mathematics
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Truncation error occurs when an infinite process or a continuous function is approximated by a finite one, while rounding error occurs when a number is approximated by a value with fewer significant digits.
Truncation Error:
- Definition: This error results from stopping an infinite mathematical process (like an infinite series or an integral) after a finite number of steps, or from approximating a continuous function with a discrete one. It's an error due to the method or model used.
- Example: Approximating the value of using only the first few terms of its Taylor series expansion. The Taylor series for is If we approximate using only the first three terms: The true value of is approximately 2.71828. The truncation error is . This error arises because we "truncated" the infinite series.
Rounding Error:
- Definition: This error occurs when a number with more significant digits is represented by a number with fewer significant digits, typically due to limitations in storage or display. It's an error due to the representation of a number.
- Example: Representing the fraction as a decimal with a limited number of digits. The true value of is (an infinitely repeating decimal). If we round to two decimal places, we get 0.33. The rounding error is
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