What is the expectation of the number of great-grandsons a cell have?

In summary, the discussion is about finding the expectation of the number of great-grandsons a cell has after it divides into X new cells, with each cell reproducing in the same manner. The solution involves using the Galton-Watson process and proving a recursion relation for the number of offspring at each generation.
  • #1
maria clara
58
0

Homework Statement



A cell diverges into X new cells. Each of them reproduces in the same manner. X is a geometric random variable with success parameter of 0.25.
What is the expectation of the number of great-grandsons a cell have?

2. The attempt at a solution
I thought about using the formula EX=EEX|Y somehow, but it wasn't very useful:
If the number of children is C
and the number of grandsons is G
and the number of great-grandsons is N
then
N|G=GX
G|C=CX
C=X

here I got stuck, is it the right direction at all?
thanks..:)
 
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  • #2


The answer is simpler than that. This is an example of a Galton-Watson type of branching process.
 
  • #3


thanks

but I've never heard of this process, not in our lectures, at least...
is there any other way?
 
  • #4


Let [tex]Z_n[/tex] be the number of offspring for generation n. Prove the recursion relation [tex]E[Z_n] = E[Z_1]E[Z_{n-1}][/tex], where [tex]Z_0=1[/tex] is the first generation. (Great-grandsons occurs at generation n=3.) You know that [tex]Z_1[/tex] is a geometrically distributed random variable as given and can find [tex]E[Z_1][/tex]. Now, note that the expected value of the number of offspring at generation n-1 will be the same as the expected value of the number of offspring that each "son" has at generation n. (It helps to draw a family tree.) Therefore, the number of offspring [tex]Z_n[/tex] is a sum of [tex]Z_1[/tex] random variables each with probability distribution of [tex]Z_{n-1}[/tex]. You should now be able to prove the recursion.
 

1. What is the definition of "expectation" in this context?

In statistics, expectation refers to the expected value or average outcome of a random variable. In this case, it represents the average number of great-grandsons a cell is expected to have.

2. How is the number of great-grandsons determined?

The number of great-grandsons a cell has is determined by its genetic makeup and reproductive capabilities. Each time the cell divides, it passes on its genetic information to its daughter cells, potentially increasing the number of great-grandsons.

3. Is the expectation of the number of great-grandsons the same for all cells?

No, the expectation of the number of great-grandsons can vary among different cells. Factors such as age, health, and environmental conditions can affect a cell's reproductive capabilities and therefore the number of great-grandsons it may have.

4. How do scientists calculate the expectation of the number of great-grandsons for a cell?

Scientists use mathematical models and statistical methods to calculate the expectation of the number of great-grandsons for a cell. This involves analyzing data from experiments and making predictions based on the observed patterns.

5. Why is understanding the expectation of the number of great-grandsons important for scientists?

Understanding the expectation of the number of great-grandsons for a cell can provide insight into the mechanisms of cell division and reproduction. It can also help predict the potential growth and development of cells, which is important in fields such as medicine and biotechnology.

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