A random variable takes values \(0,1,2,3 \ldots \ldots\) with probability proportional to \((x+1)(1 / 5)^{x}\). Then (a) \(P(x=0)=(16 / 25)\) (b) \(P(x \geq 1)=(16 / 25)\) (c) \(P(x \geq 1)=(7 / 25)\) (d) none

Short Answer

Expert verified
The correct answer is (d) none.

Step by step solution

01

Find the constant of proportionality

Since the probabilities must add up to 1, we can write: \(1 = c\sum_{x=0}^\infty (x+1)\left(\frac{1}{5}\right)^x\) Let's calculate this sum: \(\sum_{x=0}^\infty (x+1)\left(\frac{1}{5}\right)^x = 0\cdot\left(\frac{1}{5}\right)^0+1\cdot\left(\frac{1}{5}\right)^1+2\cdot\left(\frac{1}{5}\right)^2+3\cdot\left(\frac{1}{5}\right)^3+\ldots\)
02

Evaluate the geometric series

This sum is a modified geometric series, which can be written as: \(\left(\frac{1}{5}\right)^0\left(0\cdot1\right)+\left(\frac{1}{5}\right)^1\left(1\cdot1\right)+\left(\frac{1}{5}\right)^2\left(2\cdot1\right)+\left(\frac{1}{5}\right)^3\left(3\cdot1\right)+\ldots\) Notice that the series of coefficients is not constant (it increases by 1 at each term). However, we can rewrite the series as: \(\sum_{x=0}^\infty x\left(\frac{1}{5}\right)^x + \sum_{x=0}^\infty 1\left(\frac{1}{5}\right)^x\) Now, the second sum is a geometric series, with common ratio \(r=\frac{1}{5}\). We can find its sum using the following formula: \(S = \frac{a}{1-r}\) where \(S\) is the sum of the series, \(a\) is the first term in the series and \(r\) is the common ratio. So for the second sum: \(S = \frac{1}{1-\frac{1}{5}} = \frac{1}{\frac{4}{5}} = \frac{5}{4}\) For the first sum, after multiplying each term by the common ratio, differentiating with respect to the common ratio, and evaluating at the given common ratio, we will obtain the sum as \(S = \frac{1}{(1-r)^2}\): \(S = \frac{1}{\left(1-\frac{1}{5}\right)^2} = \frac{1}{\frac{16}{25}} = \frac{25}{16}\) Now, let's add the two sums: \(\sum_{x=0}^\infty (x+1)\left(\frac{1}{5}\right)^x = \frac{25}{16} + \frac{5}{4} = \frac{33}{16}\)
03

Find the constant of proportionality

Now we can find the constant of proportionality, c: \(1 = c \cdot \frac{33}{16}\) To solve for c, we divide both sides by \(\frac{33}{16}\): \(c = \frac{16}{33}\)
04

Calculate the probabilities

Now we can calculate the probabilities using the constant of proportionality: (a) \(P(x=0) = \frac{16}{33} \cdot (0+1)\left(\frac{1}{5}\right)^0 = \frac{16}{33}\) (b) We can calculate the probability \(P(x\geq 1)\) by using the formula for the sum of an infinite geometric series, but excluding the term for x = 0: \(P(x \geq 1) = 1 - P(x=0) = 1 - \frac{16}{33} = \frac{17}{33}\) Now we compare our calculated probabilities with the given statements: (a) \(P(x=0) = \frac{16}{33} \neq\frac{16}{25}\) (b) \(P(x \geq 1) = \frac{17}{33} \neq\frac{16}{25}\) (c) \(P(x \geq 1) = \frac{17}{33} \neq\frac{7}{25}\) Since none of the given statements match our calculated probabilities, the correct answer is: (d) none

Unlock Step-by-Step Solutions & Ace Your Exams!

  • Full Textbook Solutions

    Get detailed explanations and key concepts

  • Unlimited Al creation

    Al flashcards, explanations, exams and more...

  • Ads-free access

    To over 500 millions flashcards

  • Money-back guarantee

    We refund you if you fail your exam.

Over 30 million students worldwide already upgrade their learning with Vaia!

One App. One Place for Learning.

All the tools & learning materials you need for study success - in one app.

Get started for free

Most popular questions from this chapter

See all solutions

Recommended explanations on English Textbooks

View all explanations

What do you think about this solution?

We value your feedback to improve our textbook solutions.

Study anywhere. Anytime. Across all devices.

Sign-up for free