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Why does the error function erf(x) approach 1 as x approaches infinity?

hard📝 Conceptual Q10 of 15
SciPy - Constants and Special Functions
Why does the error function erf(x) approach 1 as x approaches infinity?
ABecause erf is a periodic function with maximum 1
BBecause erf is a polynomial that grows without bound
CBecause it represents the integral of the Gaussian probability density function over the entire real line
DBecause erf(x) is defined to be 1 for all large x
Step-by-Step Solution
Solution:
  1. Step 1: Understand erf definition

    erf(x) is defined as the integral of 2/sqrt(pi) * exp(-t^2) from 0 to x.
  2. Step 2: Behavior as x approaches infinity

    As x -> ∞, the integral covers the entire positive half of the Gaussian curve, approaching total area 1.
  3. Final Answer:

    Because it represents the integral of the Gaussian probability density function over the entire real line -> Option C
  4. Quick Check:

    erf integral approaches 1 as x -> ∞ [OK]
Quick Trick: erf(x) -> 1 because it integrates Gaussian PDF fully [OK]
Common Mistakes:
MISTAKES
  • Thinking erf is polynomial or periodic
  • Assuming erf is constant beyond some x

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