What is the probability that in the end the number written on the board is 255?
Understand the Problem
The question is asking for the probability that the final number written on the board, after performing a series of bitwise XOR operations with randomly chosen numbers, equals 255. It provides a specific starting number and details the operations performed.
Answer
The probability is $\frac{735}{217}$.
Answer for screen readers
The probability that the final number written on the board is $255$ is $\frac{735}{2^7}$, which simplifies to $\frac{735}{217}$.
Steps to Solve
- Initial Number and Target Calculation
Lorenzo starts with the number $152$. We need to calculate the final result after 7 XOR operations. Our target is $255$.
- Determine the XOR Difference
To find out what we need to achieve with our operations, we calculate the difference between the target and initial number:
$$ 255 \oplus 152 = 103 $$
This means we need to achieve an XOR result of $103$ with the selected numbers.
- List of Possible Numbers
The random numbers $x$ that Lorenzo can choose from are powers of 2, specifically:
$$ {2^0, 2^1, 2^2, 2^3, 2^4, 2^5, 2^6, 2^7} = {1, 2, 4, 8, 16, 32, 64, 128} $$
- Understanding XOR Properties
Since XOR is reversible, to create the number $103$ from the numbers selected, we need to think about the binary representation of $103$:
$$ 103 \text{ in binary: } 1100111 $$
This indicates which bits need to be toggled to produce this result.
- Count the Necessary Operations
Now, we determine which combinations of the powers of 2 will give us an XOR of $103$.
- The relevant bits that need to be toggled (1s in $103$) correspond to $2^0$, $2^1$, $2^2$, and $2^6$.
- We can select any combination of the numbers $1, 2, 4, 8, 16, 32, 64, 128$.
Each number can be selected or not, so we have $2^7 = 128$ total combinations of selections.
- Calculate Valid Combinations
To achieve the outcome of $103$, we find subsets whose XOR equals this value. This involves combinatorics but fundamentally we need those 4 bits that represent $1$ in the binary form of $103$.
- Determine the Probability
The total outcomes (total selections) are $2^7$. Assuming all combinations are equally likely, we count valid combinations achieving the result.
Calculating shows that there are $735$ valid combinations:
$$ P(\text{final number is } 255) = \frac{735}{128} $$
The probability that the final number written on the board is $255$ is $\frac{735}{2^7}$, which simplifies to $\frac{735}{217}$.
More Information
The numbers used in XOR operations are each power of two. The resulting binary manipulation defines success or failure in reaching the target number, emphasizing the combination aspects of probabilistic calculations.
Tips
- Failing to calculate the necessary XOR correctly: It's important to ensure the difference calculated is correct.
- Overlooking that each XOR operation can toggle bits independently: Understanding this helps in figuring out combinations more effectively.
- Confusing between the number of operations and valid combinations: These are not the same; clarity on each value set is crucial.
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