MSc Simulation Practical: Week 6 (2001/2002)
MSc Simulation Practical: Week 6 MT 2002
Congruential Generators
1. Generate 100 pseudo-random numbers using the congruential generator RANDU. Start with an initial value [pic](the seed), and recursively compute values [pic],[pic], by letting:
[pic] mod [pic]
where [pic] and [pic]. The quantity [pic]is called a pseudo-random number.
• Test, using the Kolmogorov-Smirnov Test, whether the random numbers are distributed [pic]
• Repeat the above 1,000 times and obtain the proportion of the generated samples rejected by the KS Test at a 1% significance level. Construct a histogram of the 1,000 generated p-values. What do you observe?
Possible S-PLUS Code
As a pseudo-random number generator is a function, we can use the S-PLUS command function to implement it. It is possible to specify the arguments either generally, or by assigning values to them, which is what is suggested here.
generator ................
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