Integral involving normal pdf and cdf

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The discussion focuses on the integral of the product of the standard normal probability density function (pdf) φ(ax+b) and the cumulative distribution function (cdf) Φ(x) from zero to infinity. A reference is made to a result by Gupta and Pillai from the 1960s, which states that the integral from negative infinity to infinity equals Φ(b/sqrt(1+a^2)). Participants explore the transformation of the double integral and the implications of the exponent in the integrand. There is confusion regarding the integration limits and the resulting expressions, particularly how they relate to the cumulative distribution function. The solution involves differentiating the integrand with respect to b and then re-integrating to find the desired expression.
MikeGT
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Suppose φ(x) and Φ(x) denote the familiar standard normal pdf and cdf. I am interested in an expression for the integral:

S φ(ax+b) Φ(x) dx, from ZERO to INFINITY.

Many thanks
 
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I forgot to mention something potentially interesting. The integral

S φ(ax+b) Φ(x) dx, from -INFINITY to INFINITY

has been obtained by Gupta and Pillai in a technical report of the 60's as equal to

Φ( b/sqrt(1+a^2) ).

They mention this in a lemma but I cannot see how it was obtained. I checked it numerically and it is true.

Can that be useful?

Best

M
 
Written explicitly, your expression is

\int_0^\infty dx~\frac{e^{-(ax+b)^2/2}}{\sqrt{2\pi}}\left[\int_{-\infty}^x dt~\frac{e^{-t^2/2}}{\sqrt{2\pi}}\right]

Have you tried playing around with the double integral?
 
The exponent of the integrand is -[x2 + (ax+b)2)]/2. This can then be converted into a form -(cx+d)2 + f, where c,d,f are constants depending on a and b. The integration should give you the described result.
 
I don't see how they did it when x runs from -INF to +INF. You say the exponent is not -(ax+b)^2 but it is: -[x^2+(ax+b)^2]. Apparently you're taking the extra x^2 term from the dt - integral. But how the combination can produce Φ when they integrate from -inf to +inf? They should get some constant or 1 but not Φ. To get b/sqrt(1+a^2) they do need what you describe above and an integral from 0 to +inf. Am I missing something?



Many thanks for the replies

M
 
Sorry. I misread your original question. I confused the capital and lower case phi's.
 
You can solve this by differentiating the integrand with respect to b, then re-integrating.
 

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