Questions tagged [geometric-mean]

A measure of central tendency that represents the typical value of a set of numbers when those numbers are thought of as multiplicative in nature.

The geometric mean for a series of n numbers is the n-th root of their product. It is commonly used when the product of a set of numbers provides a better indication of its typical value than does the sum.

For example, a natural application of the geometric mean is calculating the average rate of return over several years of varied annual rates of return.

The geometric mean of a strictly positive random variable $X$ is $$ \text{GM}(X)=\exp\left(\mathbb{E}[\log(X)]\right). $$ For a discrete variable $X$ you can write the geometric mean as $\prod_i x_i^{p_i}$ where $p_i={p(X=x_i)}$. (Source)

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What can one conclude about the data when arithmetic mean is very close to geometric mean?

Is there anything significant about a geometric mean and arithmetic mean that fall very close to one another, say ~0.1%? What conjectures can be made about such a data set? I've been working on analyzing a data set, and I notice that ironically the…
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How can we simulate from a geometric mixture?

If $f_1,\ldots,f_k$ are known densities from which I can simulate, i.e., for which an algorithm is available. and if the product $$\prod_{i=1}^k f_i(x)^{\alpha_i}\qquad \alpha_1,\ldots,\alpha_k>0$$ is integrable, is there a generic approach to…
Xi'an
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The geometric mean is an unbiased estimator of the mean of which continuous distribution?

Is there any continuous distribution expressible in closed form, whose mean is such that the geometric mean of the samples is an unbiased estimator for that mean? Update: I just realized that my samples have to be positive (or else the geometric…
user53608
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$X_n$ $\,{\buildrel a.s. \over \rightarrow}\,$ $X$, then $(\prod_{i=1}^{n}X_i)^{1/n}$ $\,{\buildrel a.s. \over \rightarrow}\,$ $X$?

Prove or provide a counterexample: If $X_n$ $\,{\buildrel a.s. \over \rightarrow}\,$ $X$, then $(\prod_{i=1}^{n}X_i)^{1/n}$ $\,{\buildrel a.s. \over \rightarrow}\,$ $X$ My attempt: FALSE: Suppose $X$ can take on only negative values, and suppose…
Lewkrr
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How to calculate confidence interval for a geometric mean?

Apologies if this is confusing at all, I'm very unfamiliar with geometric means. For context, my data set is 35 month-end portfolio values. I found the month to month growth rate [Month(N)/Month(N-1)] - 1, such that I now have 34 observations and…
randyvelour
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"Normalising" join probability of n events, by taking n-th root

I have a group of events which I guess you could call a compound events. Each event is something like: $$A=A_1\cap A_2\cap...\cap A_{n_a}$$ I am estimating the probability of the over all event by assuming independence of the components $$P(A) =…
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Arithmetic vs Geometric Mean

There are verbal suggestions everywhere on when one should use a geometric average or when an arithmetic average should be preferred, but I can't find any formal statistical treatment of this question. Is it possible to formally test which one of…
user41838
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combining a random variable and its inverse

I am measuring two scientific entities, X and Y using empiric measurements. Each has its own mean and sample variance based on Nx and Ny sample measurements. I know from the underlying science that X is 1/Y (e.g. one variable is the inverse of the…
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Arithmetic or geometric mean to calculate an annual average price index?

I have monthly indices (Consumer Price Indices for 12 months) for a set of countries. I want to calculate the annual average for each country in order to have an average Consumer Price Index for a given year, not month. Do I calculate the annual…
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Why (or when) to use the log-mean?

I am looking at a scientific paper in which a single measurement is calculated using a logarithmic mean 'triplicate spots were combined to produce one signal by taking the logarithmic mean of reliable spots' Why choose the log-mean? Are the…
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What is the definition of the geometric mean of a random variable?

I haven't found any definition online although searching for hours: So here is the thing: The geometric mean(GM) of an (iid) sample drawn from some random variable is given by: $$\text{GM}(X_1,...,X_n)=\sqrt[n]{X_1\cdot ...\cdot X_n}$$ and the…
user151503
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convergence of geometric mean/harmonic mean

Does any one know papers regarding the convergence of geometric mean or harmonic mean in probability, parallel to central limit theorem?
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Difference between geometric and arithmetic mean

I still have problems to exactly understand the difference between geometric and arithmetic mean. I know that e.g. for returns, the arithmetic mean can be wrong (e.g. if I start with 100 $ and if my stock then goes up +10%, and then from 110 it goes…
jeffrey
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How is that possible that simple arithmetic mean works well even for strongly skewed distribution?

I was taught, that the arithmetic mean is sensitive to outliers and skewness. This was natural to me - the observations lying far from the "central point" of the distribution "pull" the measure towards them. Then I was advised to use the arithmetic…
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Arithmetic mean from geometric mean

For the data set the geometric mean is 10 then arithmetic mean will be? I tried hard to calculate the arithmetic mean from geometric mean which is given as 10 but unable to find it.
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