Optimizing Magazine Stock Using Probability and the Central Limit Theorem

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Homework Help Overview

The problem involves a newsagent determining the optimal stock level for a magazine based on the probability of selling copies, which is given as 2^{-n-1} for n = 1,2,3,... The context includes considerations of profit margins and the definition of "sensible" stock levels.

Discussion Character

  • Exploratory, Assumption checking, Mathematical reasoning

Approaches and Questions Raised

  • Participants discuss calculating the expectation value of magazine sales and question the definition of "sensible" in terms of stock levels. Some express confusion over the implications of costs associated with stocking and selling the magazines.

Discussion Status

There is ongoing exploration of the expectation value and profit calculations. Some participants have provided insights into the mathematical setup, while others are questioning the assumptions and definitions used in the problem. No consensus has been reached yet.

Contextual Notes

Participants note that the original probability distribution may not sum to one, prompting further investigation into the correct formulation. Additionally, the cost of purchasing and selling the magazines has been introduced, influencing the discussion on stock levels.

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Homework Statement


A newsagent finds that the probability of selling 50n copies of a certain magazine is 2^{-n-1} for n = 1,2,3,... What is the largest sensible number of copies of the magazine that they should stock.


Homework Equations





The Attempt at a Solution



I really don't know how to approach this one. I hate not to provide anything in the attempt, but I am really lost on this one. Any suggestions are appreciated
 
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I suspect they want you to compute the expectation value of the number of copies you can sell. Beyond that, what's the definition of "sensible"? Stocking "infinity" copies is always safe against demand, but you haven't stated any cost for stockpiling them.
 
Oh, yes. He forgot to write the cost to sell them and it was amended. It is $1 for him to buy it and $1.50 is what he sells it for.

The "sensible" through me off also. Hopefully the price will help. I will start looking at the expectation.
 
I must be missing/not understanding something here.

E[X] = 0.5(50n*2^(-n-1)) - 1.0(50n*2^(-n-1))
= -25n * 2^(-n-1)

I tried finding a maximum but I had no luck. The 50n is the number of magazines. 2^(-n-1) is the probability. Then the 0.5 is how much he would make from a sell and the -1 is how much he would lose from overstock.
 
If he buys 50*N magazines the profit is 150*(50*s(n))-100*50N, where s(n) is the number he actually sells. s(n)=n if n<=N, s(n)=N for n>N. That's the expectation value you want to maximize as a function of N. Also 2^(-n-1) doesn't sum to unit probability for n=1,2,3... I think you want 2^(-n).
 

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