Logarithmic growth vs exponential growth

In summary, the book Calculus made easy and Wikipedia describe different types of growth rates. Exponential growth refers to a function whose growth rate is proportional to its current value, while logarithmic growth describes a function whose size or cost can be described as a logarithm function of some input. Logarithmic growth is the inverse of exponential growth and is very slow, with its growth rate decreasing as the function's value increases. Both types of growth have different uses and applications in mathematics.
  • #1
Elias Waranoi
45
2
From the book Calculus made easy: "This process of growing proportionately, at every instant, to the magnitude at that instant, some people call a logarithmic rate of growing."

From Wikipedia: "Exponential growth is feasible when the growth rate of the value of a mathematical function is proportional to the function's current value, resulting in its growth with time being an exponential function" from another Wikipedia page: " In mathematics, logarithmic growth describes a phenomenon whose size or cost can be described as a logarithm function of some input. e.g. y = C log (x)." "Logarithmic growth is the inverse of exponential growth and is very slow"

Isn't the book Calculus made easy and Wikipedia page contradicting each other? Or have I misunderstood something here?
 
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  • #2
Elias Waranoi said:
Isn't the book Calculus made easy and Wikipedia page contradicting each other? Or have I misunderstood something here?
"Some people say" is not a very broad statement.
 
  • #3
I guess Wikipedia is right here, although both descriptions needed some explanations of what is actually meant.

Let's define the value of growth ##G(f;x_0)## of a function ##f## at an "instant" point ##x_0## as ##\left.\frac{d}{dx}\right|_{x=x_0}\,f(x)##.

Then for ##f(x) = \exp(\alpha x)## we get ##G(\exp;x_0)=\alpha \exp(\alpha x_0) = \alpha f(x_0) \sim f(x_0)## which shows the growth at this point is proportional to the function's value, if the function is the exponential function.

For the logarithm ##f(x)=\log x## we get ##G(\log ;x_0)= \frac{1}{x_0} = \frac{1}{\exp f(x_0)}##. So a logarithmic growth is reciprocal to the value of the "instant" point.

However, "growth rate" should actually be the second derivative (which of course doesn't affect the result in case of the exponential function, only the proportion factor).
 
  • #4
In my experience, Logarithms are used as a way of expressing some huge (or tiny) values as something easy to manage. For example, decibels, Richter scale, pH. These are all units which the raw value (or ratio) would be very large magnitudes of change, can be expressed in 1 or 2 digit values.

As a growth function, I do not know of something that occurs which grows logarithmicly, but they are correct about it being slow. For example, the derivative (slope) of the LN(x) function is 1/x (where LN is the natural log). So when x is 10, the rate of change is 0.1, but when x is 1000, the rate has slowed to 0.001 and it gets slower as it increases (but yet it still is increasing). As it approaches infinity, the rate of change will approach zero (but not quite).
 
  • #5
Just look at some model graphs. See or clearly imagine how they are different? The level of intermediate algebra.

Growth RATE increases? Exponential.
Growth rate decreases? Logarithmic.
 

What is the difference between logarithmic growth and exponential growth?

Logarithmic growth refers to a pattern of growth where the value increases slowly at first and then rapidly towards the end, while exponential growth refers to a pattern of growth where the value increases at an increasingly faster rate over time.

How do you calculate logarithmic growth?

To calculate logarithmic growth, you can use the formula y = log(base b)x, where y is the amount of growth, x is the initial value, and b is the base. For example, if the initial value is 10 and the base is 2, the logarithmic growth would be log(base 2)10 = 3.32.

What are some real-life examples of logarithmic growth?

Some real-life examples of logarithmic growth include population growth, spread of diseases, and stock market growth. In these scenarios, the growth starts off slow but eventually accelerates as the population, disease, or stock market value increases.

What are some real-life examples of exponential growth?

Some real-life examples of exponential growth include bacterial growth, compound interest, and technology advancements. In these scenarios, the growth rate increases at a faster rate over time, resulting in a significant increase in value or quantity.

What are the limitations of using logarithmic growth and exponential growth models?

One limitation of using logarithmic growth models is that they may not accurately represent scenarios where the growth is not continuous and may have sudden spikes or drops. Exponential growth models may also not be accurate in cases where there are limiting factors, such as limited resources or competition, that prevent continuous growth.

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