Efficient Prediction of Linear Congruential Pseudorandom Numbers

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In summary, the conversation discusses a homework question about a pseudorandom number generator called the linear congruential generator. The question asks how efficiently one can predict the values of x5 to x9 given a prime number m, and the values of x0, x1, x2, x3, and x4. The attempt at a solution involves using equations and manipulation to solve for the values of a and b, which can then be used to calculate x5 to x9. The question is whether this method is the most efficient, as it does not use the values of x3 and x4. Further advice is requested.
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Falken_47
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Homework Statement



Hi everyone! I have a homework question given below:

One scheme of pseudorandom number generator is the linear congruential generator where we pick some modulus m, constant a and b and a seed x0, then generate sequence x1, x2, x3, ... according to the equation:

x(t+1) = mod (ax(t) + b, m)

given that we know m to be 2^31 -1 (a prime number) and we also know the values of x0, x1, x2, x3 and x4, describe how efficiently you can predict x5 up to x9

Homework Equations



x(t+1) = mod (ax(t) + b, m)

x(t+1) = ax(t) + b (mod m)

The Attempt at a Solution



for starter, i plug in the values of x0, x1 and x2 into the equation to form 2 equation:
x1 = ax0 + b (mod m)
x2 = ax1 + b (mod m)

substracting the equations above we get:
(x1 - x2) = a(x0 - x1) mod m

therefore a mod m = (x1 - x2)/(x0 - x1)
after that simply plug in the value of a into equation 1 and we get
b mod m = x1 - (x1 - x2)x0/(x0 - x1)
then since we know the value of a and b we can simply calculate x5 to x9.

My question is whether the method that I'm using is correct, since by using the above method means that given value of m, x3 and x4 are not used at all
 
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, so I'm not sure if this is the most efficient way to solve the problem.Any advice will be greatly appreciated, thank you!
 

Related to Efficient Prediction of Linear Congruential Pseudorandom Numbers

1. What is modular arithmetic?

Modular arithmetic is a type of arithmetic that deals with integers and their remainders when divided by a given integer. It is also known as clock arithmetic, as it is often used to calculate time on a clock.

2. How is modular arithmetic used in real life?

Modular arithmetic has many practical applications, such as in cryptography, computer science, and engineering. It is used to ensure secure communication, design efficient computer algorithms, and perform operations on large numbers.

3. What are the basic operations in modular arithmetic?

The basic operations in modular arithmetic are addition, subtraction, multiplication, and division. These operations are performed on integers, but the result is always reduced to a specific range of values, known as the modulus.

4. How do you solve a modular arithmetic problem?

To solve a modular arithmetic problem, you need to follow a few steps. First, identify the given modulus. Then, perform the desired operation on the given integers. Finally, reduce the result to the range of values defined by the modulus by repeatedly adding or subtracting the modulus until the result is within that range.

5. What is the difference between modular arithmetic and regular arithmetic?

The main difference between modular arithmetic and regular arithmetic is that in modular arithmetic, the result is always reduced to a specific range of values, while in regular arithmetic, the result can be any real number. Additionally, modular arithmetic has different rules for addition, subtraction, multiplication, and division compared to regular arithmetic.

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