In statistics, the Q function Q(x) usually refers to the normal distribution function Φ(x). For other meanings, see Other Uses.

## The Normal Distribution Q Function Φ(x)

The Q function is just one minus the cumulative distribution function (CDF) for the standardized normal distribution. In other words, it gives you the right tail area.

The CDF for the normal distribution gives you the probability that a normal random variable takes a value equal to or smaller than x. The Q function is the complement of this; In other words, it’s the probability a normal random variable takes a value greater than x.

As a formula:

**Q(x) = 1 – CDF = P(X > x)**

The plot starts with an area of 1, representing 100% probability. At the point on the far left of the bell curve, the right “tail” is actually the entire area of the curve.

**Calculating the function** by hand is relatively simple: find the CDF, and subtract from one. Some software programs find the Q function directly. For example, In **MATLAB**, the syntax is y = qfunc(x). If your software doesn’t, find the CDF and subtract from one.

## Other Meanings

There are other meanings for the Q function, including:

- The
**conditional expected log-likelihood**, used in calculating the E-step in the EM algorithm (see Gupta and Chen 2011 for an example), - The
**none q**, a special function used in the theory of elliptic functions. **Q-analogs**and Q-series, used in combinatorics and the study of functions.- The
**q-products**Q_{n}, where n = 1,2,3. - The
**partition function Q**, used in statistical thermodynamics. - The
**Marcum Q-function**, which is used mainly in signal processing.

## References

Gupta, M. & Chen, Y. (2011). Theory and Use of the EM Algorithm. Foundations and Trends in Signal Processing. Vol. 4, No. 3 (2010) 223–296. Retrieved December 6, 2017 from http://www.mayagupta.org/publications/EMbookGuptaChen2010.pdf

**CITE THIS AS:**

**Stephanie Glen**. "Q Function: Definition, Examples" From

**StatisticsHowTo.com**: Elementary Statistics for the rest of us! https://www.statisticshowto.com/q-function/

**Need help with a homework or test question?** With Chegg Study, you can get step-by-step solutions to your questions from an expert in the field. Your first 30 minutes with a Chegg tutor is free!

**Comments? Need to post a correction?** Please ** Contact Us**.