Solving Likelihood Questions in Soccer: Team A and B

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SUMMARY

This discussion focuses on solving maximum likelihood estimation (MLE) problems related to soccer match scores between Team A and Team B. The scores provided are 4-1 and 3-1, with halftime scores of 2-0 and 1-1, respectively. The model assumes independent scoring rates, with Team A scoring at rates of 2α in the first half and α in the second half, while Team B scores at rates of β in the first half and 2β in the second half. The key conclusions include the derivation of the likelihood function and the demonstration that the estimates of α and β depend solely on the total goals scored, rendering halftime scores irrelevant.

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  • Understanding of maximum likelihood estimation (MLE)
  • Familiarity with Poisson distribution and its properties
  • Basic knowledge of soccer scoring dynamics
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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!
 
Physics news on Phys.org
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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