> For the complete documentation index, see [llms.txt](https://wiki.hanzheteng.com/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://wiki.hanzheteng.com/math/probability/moment.md).

# Moment

## Moment in Statistics

* In mathematics, the moments of a function are certain quantitative measures related to the shape of the function's graph.
* If the function is a probability distribution, then the first moment is the expected value, the second **central** moment is the variance, the third **standardized** moment is the skewness, and the fourth **standardized** moment is the kurtosis.
* The mathematical concept is closely related to the concept of moment in physics.

### Definitions

Suppose that we have a random variable X and the moments considered below have convergence (< +inf.), then

* E\[X^k] is the k-th order moment to the origin,
* E\[(X-E\[X])^k] is the k-th order central moment,
* E\[(X-E\[X])^k]/sigma^k is the k-th order standardized moment, which is the k-th order central moment normalized by sigma^k.

### References

* <https://en.wikipedia.org/wiki/Moment_(mathematics)>


---

# Agent Instructions
This documentation is published with GitBook. GitBook is the documentation platform designed so that both humans and AI agents can read, navigate, and reason over technical content effectively. Learn more at gitbook.com.

## Querying This Documentation
If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the current page URL with the `ask` query parameter:

```
GET https://wiki.hanzheteng.com/math/probability/moment.md?ask=<question>
```

The question should be specific, self-contained, and written in natural language.
The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.
