Probability Challenge: Jason's 2010 Coin Flips

  • Context: MHB 
  • Thread starter Thread starter anemone
  • Start date Start date
  • Tags Tags
    Challenge Probability
Click For Summary
SUMMARY

The probability challenge presented involves a biased coin that has a $\frac{2}{3}$ chance of matching the previous flip and a $\frac{1}{3}$ chance of showing the opposite side. After the initial flip resulting in heads, the probability that the last of 2010 subsequent flips is also heads is calculated using a Markov chain approach. The transition matrix for this problem is defined as $\displaystyle A = \left | \begin{matrix} \frac{2}{3} & \frac{1}{3} \\ \frac{1}{3} & \frac{2}{3} \end{matrix} \right |$. The final probability is expressed as $P = \frac{1 + 3^{-2010}}{2}$, which approaches $\frac{1}{2}$ as n increases.

PREREQUISITES
  • Understanding of Markov chains
  • Familiarity with transition matrices
  • Knowledge of difference equations
  • Basic probability theory
NEXT STEPS
  • Study Markov chain applications in probability theory
  • Learn about transition matrix calculations and their implications
  • Explore difference equations and their solutions
  • Investigate the convergence of probabilities in stochastic processes
USEFUL FOR

Mathematicians, statisticians, and students studying probability theory, particularly those interested in Markov processes and their applications in real-world scenarios.

anemone
Gold Member
MHB
POTW Director
Messages
3,851
Reaction score
115
Jason has a coin which will come up the same as the last flip $\dfrac{2}{3}$ of the time and the other side $\dfrac{1}{3}$ of the time. He flips it and it comes up heads. He then flips it 2010 more times. What is the probability that the last flip is heads?
 
Physics news on Phys.org
anemone said:
Jason has a coin which will come up the same as the last flip $\dfrac{2}{3}$ of the time and the other side $\dfrac{1}{3}$ of the time. He flips it and it comes up heads. He then flips it 2010 more times. What is the probability that the last flip is heads?

[sp]It's a simple Markov chain problem and the transition matrix is...

$\displaystyle A = \left | \begin{matrix} \frac{2}{3} & \frac{1}{3} \\ \frac{1}{3} & \frac{2}{3} \end{matrix} \right |\ (1) $

The solution is the term of first line and first column of $ A^{n}$ for n=2010. This term is the solution of the difference equation...

$\displaystyle a_{n+1} = \frac{a_{n}}{3} + \frac{1}{3}\ a_{1}= \frac{2}{3}\ (2)$

... which is...

$\displaystyle a_{n} = \frac {1 + 3^{- n}}{2}\ (3)$

The requested value is therefore $P = \frac{1 + 3^{- 2010}}{2}$, very close to $\frac{1}{2}$ of course (Wink)...[/sp]

Kind regards

$\chi$ $\sigma$
 
chisigma said:
[sp]It's a simple Markov chain problem and the transition matrix is...

$\displaystyle A = \left | \begin{matrix} \frac{2}{3} & \frac{1}{3} \\ \frac{1}{3} & \frac{2}{3} \end{matrix} \right |\ (1) $

The solution is the term of first line and first column of $ A^{n}$ for n=2010. This term is the solution of the difference equation...

$\displaystyle a_{n+1} = \frac{a_{n}}{3} + \frac{1}{3}\ a_{1}= \frac{2}{3}\ (2)$

... which is...

$\displaystyle a_{n} = \frac {1 + 3^{- n}}{2}\ (3)$

The requested value is therefore $P = \frac{1 + 3^{- 2010}}{2}$, very close to $\frac{1}{2}$ of course (Wink)...[/sp]

Kind regards

$\chi$ $\sigma$

Well done, chisigma, well done!:cool:
 

Similar threads

  • · Replies 29 ·
Replies
29
Views
4K
  • · Replies 3 ·
Replies
3
Views
2K
  • · Replies 20 ·
Replies
20
Views
3K
  • · Replies 41 ·
2
Replies
41
Views
8K
  • · Replies 4 ·
Replies
4
Views
2K
  • · Replies 4 ·
Replies
4
Views
3K
  • · Replies 10 ·
Replies
10
Views
5K
  • · Replies 47 ·
2
Replies
47
Views
8K
Replies
3
Views
2K
Replies
8
Views
1K