Principal axis of a matrix












1












$begingroup$


I try to find the definition of the main axis of a matrix.
I saw this phrase in some exercise:




Let $A$ be a positive matrix, $f:Glongrightarrow mathbb{R}$ a smooth function, $G$ an open set in $mathbb{R}^n$. I need to find the orthogonal coordinate transformation $y=Px$ such that the main axis on $y$'s coordinates will be the principle axis of $A$.




The book says to diagonalize $A$: $PAP^t=D$ and to choose $P$ to be the transformation.



What is the definition of principle axis of matrix?
thanks.










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$endgroup$












  • $begingroup$
    the principal axis of a matrix $A$ are the basis vectors so that $A$ has a diagonal matrix representation.
    $endgroup$
    – abel
    May 29 '15 at 16:13






  • 1




    $begingroup$
    I'm troubled by the "the" in this statement. Is this an English translation issue? Do we mean a principal [NOT principle] axis?
    $endgroup$
    – Ted Shifrin
    Jan 31 '18 at 23:18
















1












$begingroup$


I try to find the definition of the main axis of a matrix.
I saw this phrase in some exercise:




Let $A$ be a positive matrix, $f:Glongrightarrow mathbb{R}$ a smooth function, $G$ an open set in $mathbb{R}^n$. I need to find the orthogonal coordinate transformation $y=Px$ such that the main axis on $y$'s coordinates will be the principle axis of $A$.




The book says to diagonalize $A$: $PAP^t=D$ and to choose $P$ to be the transformation.



What is the definition of principle axis of matrix?
thanks.










share|cite|improve this question











$endgroup$












  • $begingroup$
    the principal axis of a matrix $A$ are the basis vectors so that $A$ has a diagonal matrix representation.
    $endgroup$
    – abel
    May 29 '15 at 16:13






  • 1




    $begingroup$
    I'm troubled by the "the" in this statement. Is this an English translation issue? Do we mean a principal [NOT principle] axis?
    $endgroup$
    – Ted Shifrin
    Jan 31 '18 at 23:18














1












1








1





$begingroup$


I try to find the definition of the main axis of a matrix.
I saw this phrase in some exercise:




Let $A$ be a positive matrix, $f:Glongrightarrow mathbb{R}$ a smooth function, $G$ an open set in $mathbb{R}^n$. I need to find the orthogonal coordinate transformation $y=Px$ such that the main axis on $y$'s coordinates will be the principle axis of $A$.




The book says to diagonalize $A$: $PAP^t=D$ and to choose $P$ to be the transformation.



What is the definition of principle axis of matrix?
thanks.










share|cite|improve this question











$endgroup$




I try to find the definition of the main axis of a matrix.
I saw this phrase in some exercise:




Let $A$ be a positive matrix, $f:Glongrightarrow mathbb{R}$ a smooth function, $G$ an open set in $mathbb{R}^n$. I need to find the orthogonal coordinate transformation $y=Px$ such that the main axis on $y$'s coordinates will be the principle axis of $A$.




The book says to diagonalize $A$: $PAP^t=D$ and to choose $P$ to be the transformation.



What is the definition of principle axis of matrix?
thanks.







linear-algebra matrices diagonalization






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edited May 29 '15 at 16:11









abel

26.6k12048




26.6k12048










asked Apr 9 '13 at 20:59









user56714user56714

261211




261211












  • $begingroup$
    the principal axis of a matrix $A$ are the basis vectors so that $A$ has a diagonal matrix representation.
    $endgroup$
    – abel
    May 29 '15 at 16:13






  • 1




    $begingroup$
    I'm troubled by the "the" in this statement. Is this an English translation issue? Do we mean a principal [NOT principle] axis?
    $endgroup$
    – Ted Shifrin
    Jan 31 '18 at 23:18


















  • $begingroup$
    the principal axis of a matrix $A$ are the basis vectors so that $A$ has a diagonal matrix representation.
    $endgroup$
    – abel
    May 29 '15 at 16:13






  • 1




    $begingroup$
    I'm troubled by the "the" in this statement. Is this an English translation issue? Do we mean a principal [NOT principle] axis?
    $endgroup$
    – Ted Shifrin
    Jan 31 '18 at 23:18
















$begingroup$
the principal axis of a matrix $A$ are the basis vectors so that $A$ has a diagonal matrix representation.
$endgroup$
– abel
May 29 '15 at 16:13




$begingroup$
the principal axis of a matrix $A$ are the basis vectors so that $A$ has a diagonal matrix representation.
$endgroup$
– abel
May 29 '15 at 16:13




1




1




$begingroup$
I'm troubled by the "the" in this statement. Is this an English translation issue? Do we mean a principal [NOT principle] axis?
$endgroup$
– Ted Shifrin
Jan 31 '18 at 23:18




$begingroup$
I'm troubled by the "the" in this statement. Is this an English translation issue? Do we mean a principal [NOT principle] axis?
$endgroup$
– Ted Shifrin
Jan 31 '18 at 23:18










1 Answer
1






active

oldest

votes


















0












$begingroup$

Often, principal axes of a matrix refer to its eigenvectors. With this diagonalization, $P$ is the matrix of eigenvectors.






share|cite|improve this answer









$endgroup$













  • $begingroup$
    when you diagnolize matrix with orthogonal matrix p,p doesn't have to contain eigenvectors(grahm schmidt process might change them)
    $endgroup$
    – user56714
    Apr 9 '13 at 21:17






  • 1




    $begingroup$
    actually, you can only diagonalize $A$ using orthogonal matrix $P$ when $A$ is symmetric (why?). It follows that $P$ is always composed of eigenvector columns.
    $endgroup$
    – Quang Hoang
    Sep 10 '15 at 11:09











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1 Answer
1






active

oldest

votes








1 Answer
1






active

oldest

votes









active

oldest

votes






active

oldest

votes









0












$begingroup$

Often, principal axes of a matrix refer to its eigenvectors. With this diagonalization, $P$ is the matrix of eigenvectors.






share|cite|improve this answer









$endgroup$













  • $begingroup$
    when you diagnolize matrix with orthogonal matrix p,p doesn't have to contain eigenvectors(grahm schmidt process might change them)
    $endgroup$
    – user56714
    Apr 9 '13 at 21:17






  • 1




    $begingroup$
    actually, you can only diagonalize $A$ using orthogonal matrix $P$ when $A$ is symmetric (why?). It follows that $P$ is always composed of eigenvector columns.
    $endgroup$
    – Quang Hoang
    Sep 10 '15 at 11:09
















0












$begingroup$

Often, principal axes of a matrix refer to its eigenvectors. With this diagonalization, $P$ is the matrix of eigenvectors.






share|cite|improve this answer









$endgroup$













  • $begingroup$
    when you diagnolize matrix with orthogonal matrix p,p doesn't have to contain eigenvectors(grahm schmidt process might change them)
    $endgroup$
    – user56714
    Apr 9 '13 at 21:17






  • 1




    $begingroup$
    actually, you can only diagonalize $A$ using orthogonal matrix $P$ when $A$ is symmetric (why?). It follows that $P$ is always composed of eigenvector columns.
    $endgroup$
    – Quang Hoang
    Sep 10 '15 at 11:09














0












0








0





$begingroup$

Often, principal axes of a matrix refer to its eigenvectors. With this diagonalization, $P$ is the matrix of eigenvectors.






share|cite|improve this answer









$endgroup$



Often, principal axes of a matrix refer to its eigenvectors. With this diagonalization, $P$ is the matrix of eigenvectors.







share|cite|improve this answer












share|cite|improve this answer



share|cite|improve this answer










answered Apr 9 '13 at 21:01









Ross B.Ross B.

1,657516




1,657516












  • $begingroup$
    when you diagnolize matrix with orthogonal matrix p,p doesn't have to contain eigenvectors(grahm schmidt process might change them)
    $endgroup$
    – user56714
    Apr 9 '13 at 21:17






  • 1




    $begingroup$
    actually, you can only diagonalize $A$ using orthogonal matrix $P$ when $A$ is symmetric (why?). It follows that $P$ is always composed of eigenvector columns.
    $endgroup$
    – Quang Hoang
    Sep 10 '15 at 11:09


















  • $begingroup$
    when you diagnolize matrix with orthogonal matrix p,p doesn't have to contain eigenvectors(grahm schmidt process might change them)
    $endgroup$
    – user56714
    Apr 9 '13 at 21:17






  • 1




    $begingroup$
    actually, you can only diagonalize $A$ using orthogonal matrix $P$ when $A$ is symmetric (why?). It follows that $P$ is always composed of eigenvector columns.
    $endgroup$
    – Quang Hoang
    Sep 10 '15 at 11:09
















$begingroup$
when you diagnolize matrix with orthogonal matrix p,p doesn't have to contain eigenvectors(grahm schmidt process might change them)
$endgroup$
– user56714
Apr 9 '13 at 21:17




$begingroup$
when you diagnolize matrix with orthogonal matrix p,p doesn't have to contain eigenvectors(grahm schmidt process might change them)
$endgroup$
– user56714
Apr 9 '13 at 21:17




1




1




$begingroup$
actually, you can only diagonalize $A$ using orthogonal matrix $P$ when $A$ is symmetric (why?). It follows that $P$ is always composed of eigenvector columns.
$endgroup$
– Quang Hoang
Sep 10 '15 at 11:09




$begingroup$
actually, you can only diagonalize $A$ using orthogonal matrix $P$ when $A$ is symmetric (why?). It follows that $P$ is always composed of eigenvector columns.
$endgroup$
– Quang Hoang
Sep 10 '15 at 11:09


















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