logarithm
(noun)
for a number
Examples of logarithm in the following topics:
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Statistical Literacy
- Many financial web pages give you the option of using a logarithmic Y-axis.
- What would result in a straight line with the logarithmic option chosen?
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Logarithms
- There is a base which results in "natural logarithms" and that is called e and equals approximately 2.718.
- Natural logarithms can be indicated either as: $\text{ln}(x)$ or $\text{log}_e(x)$
- Taking the antilog of a number simply raises the base of the logarithm in question to that number.
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Box-Cox Transformations
- In the bottom row (on a semi-logarithmic scale), the choice λ = 0 corresponds to a logarithmic transformation, which is now a straight line.
- We superimpose a larger collection of transformations on a semi-logarithmic scale in Figure 2.
- Economists often analyze the logarithm of income corresponding to λ = 0; see Figure 4.
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Poisson Distribution
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Tukey Ladder of Powers
- For the US population, the logarithmic transformation applied to y makes the relationship almost perfectly linear.
- The logarithmic transformation corresponds to the choice λ = 0 by Tukey's convention.
- The logarithmic fit is in the upper right frame when λ = 0.
- It is clear that the logarithmic transformation (λ = 0) is nearly optimal by this criterion.
- Indeed, the growth of population in Arizona is logarithmic, and appears to still be logarithmic through 2005.
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Transforming data (special topic)
- For instance, a plot of the natural logarithm of player salaries results in a new histogram in Figure 1.28(b).
- Transformations other than the logarithm can be useful, too.
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Log Transformations
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When to Use These Tests
- For example, if we are working with data on peoples' incomes in some currency unit, it would be common to transform each person's income value by the logarithm function.
- However, following logarithmic transformations of both area and population, the points will be spread more uniformly in the graph .
- In the lower plot, both the area and population data have been transformed using the logarithm function.
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Odds Ratios
- The logarithm of the odds ratio—the difference of the logits of the probabilities—tempers this effect and also makes the measure symmetric with respect to the ordering of groups.
- For example, using natural logarithms, an odds ratio of $\frac{36}{1}$ maps to $3.584$, and an odds ratio of $\frac{1}{36}$ maps to $−3.584$.
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Additional Measures of Central Tendency
- The geometric mean has a close relationship with logarithms.