Logistic function

From Calculus
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Definition

The logistic function is a function with domain R and range the open interval (0,1), defined as:

x↦11+e−x

Equivalently, it can be written as:

x↦exex+1

For this page, we will denote the function by the letter g.

Functional equation

The logistic function g has the property that its graph y=g(x) has symmetry about the point (0,1/2). Explicitly, it satisfies the functional equation:

g(x)+g(−x)=1

Key data

Item Value
default domain all of R, i.e., all reals
range the open interval (0,1), i.e., the set {x∣0≤x≤1}
derivative the derivative is −e−x(1+e−x)2.
If we denote the logistic function by the letter g, then we can also write the derivative as g′(x)=g(x)g(−x)=g(x)(1−g(x))
second derivative If we denote the logistic function by the letter g, then we can also write the derivative as g′(x)=g(x)g(−x)=g(x)(1−g(x))(1−2g(x))
logarithmic derivative the logarithmic derivative is e−x1+e−x
If we denote the logistic function by g, the logarithmic derivative is g(−x)
critical points none
local maximal values and points of attainment none
local minimum values and points of attainment none
intervals of interest increasing and concave up on (−∞,0)
increasing and concave down on (0,∞)
horizontal asymptotes asymptote at y=0 corresponding to the limit for x→−∞
asymptote at y=1 corresponding to the limit for x→∞