Math Problem Statement
( C(x) = \frac{100}{1 + e^{-0.5(x - 10)}} ) between ( x = 0 ) and ( x = 20 )
Solution
The function given is:
This is a sigmoid function, often used to model growth processes or probability distributions.
Analysis of the Function:
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Domain: The function is defined for all , but you're interested in the interval to .
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Behavior:
- As approaches 0, will start near 0.
- As increases, the function gradually increases and approaches 100 asymptotically.
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Key points:
- Midpoint: At , the exponent becomes 0, so .
- Growth rate: The rate at which approaches 100 is controlled by the coefficient 0.5 in the exponent.
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Values at Specific Points:
Would you like me to compute specific values or plot this function for better visualization?
Related Questions:
- What is the value of at , , , , and ?
- How does changing the coefficient in the exponent (e.g., from 0.5 to 1) affect the shape of the sigmoid curve?
- What happens to if we extend the interval beyond ?
- How does the midpoint relate to the function's inflection point?
- What are some real-world applications of this sigmoid function?
Tip: Sigmoid functions like this one are often used in logistic regression models and neural networks to map predictions to probabilities.
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Math Problem Analysis
Mathematical Concepts
Functions
Exponential Functions
Logistic Functions
Formulas
Logistic function formula C(x) = 100 / (1 + e^(-0.5(x - 10)))
Theorems
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Suitable Grade Level
Advanced High School and Beyond