What is the best way to generate two random sequences that are 100 characters long and randomly comprised of +1 and -1. Also what is the best way to capture those values and plot in a histogram for each sequence, as well as the spectral analysis for each sequence?

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When you say "randomly comprised" what do you mean?
  • Exactly 50 of the 100 elements of the result are +1 and exactly 50 are -1, but the order in which they appear in the result is random?
  • Any individual element is 50% likely to be +1 and 50% likely to be -1?
  • Any element has probability p of being +1 and (1-p) of being -1? When p is 0.5 this simplifies to the second case.
  • You have a transition matrix giving the probability of the next element being +1 or -1 if the current element is +1 or -1? In the example below, most of the time +1 follows +1 and -1 follows -1 but the result can switch. [This requires Statistics and Machine Learning Toolbox.]
tr = [0.95,0.05; 0.10,0.90];
e = [1 0; 0 1];
[seq, states] = hmmgenerate(100, tr, e, 'Symbols', ["+1", "-1"]);
table(seq.', states.')
University Student
University Student 2021년 1월 19일
It is essentially a coin flip. So to answer your first bullet point question, yes.
Jeff Miller
Jeff Miller 2021년 1월 19일
The coin flip is bullet point 2, not 1, because 100 coin tosses will rarely end up exactly 50/50.

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KALYAN ACHARJYA
KALYAN ACHARJYA 2021년 1월 19일
편집: KALYAN ACHARJYA 2021년 1월 19일

1 개 추천

Hint: One Way, you can do multiple ways
data=repmat([1,-1],[1,50])
seq1=data(randperm(100));
seq2=data(randperm(100));
Fore histogram, refer hist function

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2021년 1월 19일

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2021년 1월 19일

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