Solving Likelihood Questions in Soccer: Team A and B

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The discussion revolves around solving maximum likelihood questions related to soccer match results between Team A and Team B. The user is attempting to model the scoring rates for both teams, using Poisson distributions for each half of the games played. They express uncertainty about their calculations, particularly in combining the likelihoods for the two halves and whether they are using the correct model. The conversation emphasizes the independence of scoring in different halves and the irrelevance of halftime scores when estimating scoring rates. The user seeks guidance on deriving the likelihood function and maximizing it to find the values for α and β.
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Homework Statement


Hi everyone,
I'm working through some max likelihood questions and am badly stuck on this one. Please could you take a look at what I'm doing and tell me if I'm going in the right direction?

Q. Team A and B play two games of soccer, each game having two halves of equal length. Assume the number of goals are independent of the other team's score and of their own score in the other half. The scores are as follows:

A B
4-1, with 2-0 at half time
3-1, with 1-1 at half time


Suppose A score at a rate 2α in the first half and at rate α in the second half and B score at a rate β in the first half and at rate 2β in the second half.

(i) Obtain the liklihood of the match results given about under this model.
(ii) Show that the estimates of α and β depend only on the total number of goals scored by a team and thus that the halftime scores are irrelevant.
(iii) Obtain values for α and β.




Homework Equations





The Attempt at a Solution


Solution so far:

First consider team A.
For the first half of A's games, λ = 2α
For the second half of A's games, λ = α

The two halves are independent, so we can combine the Poissons to get: (e^-3α)((3α)^x)/x!

but if we take the pdfs of the two halves and combine by multiplying, we get:

(e^-2α)((2α)^x)/x!*(e^-α)((α)^x)/x!

which is not the same...


I'm fairly certain what I'm doing so far is incorrect. Is this even the right model? Am I correct in substituting the α and 2α for the λ?
I would really appreciate any pointers or tips in the right direction.

Thanks!
 
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you have 2 separate pieces of data for each team, goals in first half, say x, and goals in second half, say y,
come up with an equation
p(x,y|a) then maximize wrt a
 
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