Question

In: Math

For a newsvendor product the probability distribution of demand X (in units) is as follows: xi...

For a newsvendor product the probability distribution of demand X (in units) is as follows:

xi 0 1 2 3 4 5 6
pi 0.05 0.1 0.2 0.3 0.2 0.1 0.05

The newsvendor orders Q = 4 units.

a) Derive the probability distributions and the cumulative distribution functions of lost sales as well as leftover inventory.

b) Knowing that the expected total cost function is convex in the order quantity Q, demonstrate that Q = 4 gives the minimal expected total cost.

Solutions

Expert Solution

Here newspaperd orders Q = 4 units

(a) So first we take the case of lost sales.

Here lost sales will occur only when Demand is greater than 4 units

so here if lost sales = LS

LS = Q - 4 when Q > = 4

= 0 when Q < 4

then for demand equal or less than 4, Lost sales = 0

for Q = 5, LS = 1

for Q = 6, LS = 2

p(LS) = (0.05 + 0.1 + 0.2 + 0.3 + 0.2) = 0.85 ; LS = 0

= 0.1 ; LS = 1

= 0.05 ; LS = 2

CDF of Lost sales

P(LS) = 0 ; LS < 0

= 0.85 ; 0 LS < 1

= 0.95 ;  1 LS < 2

= 1; LS 2

Now for Leftover inventory

if demand is HIgher than or equal to 4 than leftover inventory would be 0

and if lower than 4

then LI = 4 - Q

f(LI) = (0.2 + 0.01 + 0.05) = 0.35 ; LI = 0

= 0.3 ; LI = 1

= 0.2 ; LI = 2

= 0.1 ; LI = 3

= 0.05 ; LI = 4

CDF of LI

F(LI) = 0 ; LI < 0

= 0.35 ; 0 LI < 1

= 0.65 ; 1 LI < 2

= 0.85 ; 2 LI < 3

= 0.95 ; 3 LI < 4

= 1 ; LI >= 4

(b) here expected total cost function is convex in order quantity Q, that means a quadratic model.

For Q = 4, we can see that total cost including the leftover inventory cost and lost sales cost would be minimal.


Related Solutions

Distribution A: xi Distribution A: P(X=xi) Distribution B: xi Distribution B: P(X=xi)                         0 0.03   &nbsp
Distribution A: xi Distribution A: P(X=xi) Distribution B: xi Distribution B: P(X=xi)                         0 0.03                             0 0.49                         1 0.08                             1 0.23                         2 0.17                            2 0.17                        3    0.23                            3 0.08                        4 0.49 4 0.03 c. What is the probability that x will be at least 3 in Distribution A and Distribution​ B? d. Compare the results of distributions A and B The previous answers to A & B were: a. What is the expected value for...
If X follows the following probability distribution: .20 2 <X <3 f (x) = .60 3...
If X follows the following probability distribution: .20 2 <X <3 f (x) = .60 3 <X <4   .20 4 <X <5 0 for other X’s a. Calculate the cumulative probability function of X and make a reasonable graphical representation. (15 pts) b. Calculate the expected value of X and the Variance of X. (15 pts) c. Calculate the probability that X is between 2.40 and 3.80. (10 pts) d. Calculate the percentile of 70 percent. (10 pts) e. If...
John knows that monthly demand for his product follows a normal distribution with a mean of...
John knows that monthly demand for his product follows a normal distribution with a mean of 2,500 units and a standard deviation of 425 units. Given this, please provide the following answers for John. a. What is the probability that in a given month demand is less than 3,000 units? b. What is the probability that in a given month demand is greater than 2,200 units? c. What is the probability that in a given month demand is between 2,200...
John knows that monthly demand for his product follows a normal distribution with a mean of...
John knows that monthly demand for his product follows a normal distribution with a mean of 2,500 units and a standard deviation of 425 units. Given this, please provide the following answers for John. a. What is the probability that in a given month demand is less than 3,000 units? b. What is the probability that in a given month demand is greater than 2,200 units? c. What is the probability that in a given month demand is between 2,200...
The probability distribution for the returns on Grey stock is as follows:
The probability distribution for the returns on Grey stock is as follows:          State of Nature    Probability                    Return                    1                 .45                       6%                    2                 .35                       12%                    3                 .20                       21%                                 Calculate the expected rate of return.
Compute E(S^2) and V(S^2) if Xi follows the Poisson distribution with \lambda.
Compute E(S^2) and V(S^2) if Xi follows the Poisson distribution with \lambda.
The demand for product X depends on the price of product X as well as the...
The demand for product X depends on the price of product X as well as the average household income (Y) according to the following relationship Qdx = 400 - 15 P + 0.001Y The supply of product X is positively related to own price of product X and negatively dependent upon W, the price of some input. This relationship is expressed as: Qsx = 190 + 30 P - 3 W Given that Y = 45,000 and W = 9,...
A stock has the following probability distribution:       _____________________________________________________________________       Demand for the         &nb
A stock has the following probability distribution:       _____________________________________________________________________       Demand for the                 Probability of this                   Rate of return if this       Company’s products         demand occurring                   demand occurs                        _____________________________________________________________________       Weak                                 0.10                                         -50%       Below Average                 0.20                                         -5%       Average                             0.40                                         16%       Above Average                 0.20                                         25%       Strong                               0.10                                         60%       ______________________________________________________________________       Calculate the stock’s expected return, variance of returns, and standard deviation of returns.
The distribution of ages of all the employees in Company X follows a normal distribution. The...
The distribution of ages of all the employees in Company X follows a normal distribution. The average age is 40 and the standard deviation is 5. Find the Z-score of a 50 year old employee. What is the probability that a randomly chosen employee will be younger than 35 years? What is the probability that a randomly chosen employee will have an age between 35 and 45 years? What is the probability that a randomly chosen employee will be older...
In an examination the probability distribution of scores (X) can be approximated by normal distribution with...
In an examination the probability distribution of scores (X) can be approximated by normal distribution with mean 64.9 and standard deviation 9.4. Suppose one has to obtain at least 55 to pass the exam. What is the probability that a randomly selected student passed the exam? [Answer to 3 decimal places] Tries 0/5 If two students are selected randomly what is the chance that both the students failed? [Answer to 3 decimal places] Tries 0/5 If only top 4% students...
ADVERTISEMENT
ADVERTISEMENT
ADVERTISEMENT