Matrix A^(m+1) is different from A^(1+m)?

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SUMMARY

The discussion centers on the properties of matrix multiplication, specifically regarding transition matrices. It establishes that for a positive matrix A, the expression A^(m+1) is indeed equivalent to A^(1+m) due to the associative property of matrix multiplication. The confusion arises from the perception of non-commutativity; however, since A is the same matrix in both expressions, they yield the same result. The conclusion confirms that A(A^m) = A^(m+1) holds true in this context.

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  • Understanding of matrix multiplication and its properties
  • Familiarity with positive matrices and their implications
  • Knowledge of the associative property of matrices
  • Basic concepts of transition matrices in Markov processes
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  • Study the properties of positive matrices in linear algebra
  • Learn about Markov chains and their transition matrices
  • Explore the implications of matrix multiplication in different contexts
  • Investigate the differences between commutative and non-commutative operations in linear algebra
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Mathematicians, students of linear algebra, and anyone involved in studying Markov processes or matrix theory will benefit from this discussion.

Aldnoahz
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I am confused about a transition matrix as I need to prove that if matrix A is positive, then A^(m+1) is also positive. However, when calculating the (m+1)th transition, I need to put matrix A on the left side of equation (A^m)x=x to write A(A^m)x=x. This to me represents after m times transitions, we are transitioning for the (m+1) times. Intuitively, this yields the result A^(m+1) because we essentially transitioned m+1 times following this matrix. However, mathematically, I can only say that A(A^m) = A^(1+m), which seems to be different from A^(m+1) because of the none-commutative property. Yet they seem to represent the same thing? Are they really equal in this case?
 
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Yes, they are the same thing: matrix multiplication is associative; i.e. (AB)C = A(BC)
 
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Aldnoahz said:
I am confused about a transition matrix as I need to prove that if matrix A is positive, then A^(m+1) is also positive. However, when calculating the (m+1)th transition, I need to put matrix A on the left side of equation (A^m)x=x to write A(A^m)x=x. This to me represents after m times transitions, we are transitioning for the (m+1) times. Intuitively, this yields the result A^(m+1) because we essentially transitioned m+1 times following this matrix. However, mathematically, I can only say that A(A^m) = A^(1+m), which seems to be different from A^(m+1) because of the none-commutative property. Yet they seem to represent the same thing? Are they really equal in this case?
Every matrix commutes with itself.
 

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