Let A be skew-symmetric, and denote its singular values by $sigma_1geq sigma_2geq dots sigma_ngeq0$.












2












$begingroup$


Let A be skew-symmetric, and denote its singular values by $sigma_1geq sigma_2geq dots sigma_ngeq0$. Show that



a) If n is even, then $sigma_{2k}=sigma_{2k-1}geq 0, k= 1,2,dots n/2.$ If n is odd, then the same relationship holds up to $k=(n-1)/2$ and also $sigma_n=0$.



b) The eigenvalues $lambda_j=(-1)^jisigma_j$, $j=1,2,dots,n$.



I know that skew symmetric means $-A=A^T$ and I know that the eigenvalues of a skew-symmetric matrix are either purely imaginary or zero. I am not able to get this though and I have been trying all week...



Thanks for your time.










share|cite|improve this question









$endgroup$

















    2












    $begingroup$


    Let A be skew-symmetric, and denote its singular values by $sigma_1geq sigma_2geq dots sigma_ngeq0$. Show that



    a) If n is even, then $sigma_{2k}=sigma_{2k-1}geq 0, k= 1,2,dots n/2.$ If n is odd, then the same relationship holds up to $k=(n-1)/2$ and also $sigma_n=0$.



    b) The eigenvalues $lambda_j=(-1)^jisigma_j$, $j=1,2,dots,n$.



    I know that skew symmetric means $-A=A^T$ and I know that the eigenvalues of a skew-symmetric matrix are either purely imaginary or zero. I am not able to get this though and I have been trying all week...



    Thanks for your time.










    share|cite|improve this question









    $endgroup$















      2












      2








      2


      1



      $begingroup$


      Let A be skew-symmetric, and denote its singular values by $sigma_1geq sigma_2geq dots sigma_ngeq0$. Show that



      a) If n is even, then $sigma_{2k}=sigma_{2k-1}geq 0, k= 1,2,dots n/2.$ If n is odd, then the same relationship holds up to $k=(n-1)/2$ and also $sigma_n=0$.



      b) The eigenvalues $lambda_j=(-1)^jisigma_j$, $j=1,2,dots,n$.



      I know that skew symmetric means $-A=A^T$ and I know that the eigenvalues of a skew-symmetric matrix are either purely imaginary or zero. I am not able to get this though and I have been trying all week...



      Thanks for your time.










      share|cite|improve this question









      $endgroup$




      Let A be skew-symmetric, and denote its singular values by $sigma_1geq sigma_2geq dots sigma_ngeq0$. Show that



      a) If n is even, then $sigma_{2k}=sigma_{2k-1}geq 0, k= 1,2,dots n/2.$ If n is odd, then the same relationship holds up to $k=(n-1)/2$ and also $sigma_n=0$.



      b) The eigenvalues $lambda_j=(-1)^jisigma_j$, $j=1,2,dots,n$.



      I know that skew symmetric means $-A=A^T$ and I know that the eigenvalues of a skew-symmetric matrix are either purely imaginary or zero. I am not able to get this though and I have been trying all week...



      Thanks for your time.







      linear-algebra matrices eigenvalues-eigenvectors






      share|cite|improve this question













      share|cite|improve this question











      share|cite|improve this question




      share|cite|improve this question










      asked Oct 5 '16 at 18:35









      MathIsHardMathIsHard

      1,318516




      1,318516






















          1 Answer
          1






          active

          oldest

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          3












          $begingroup$

          Hint: The singular values of $A$ are the (positive) square roots of the eigenvalues of the matrix $A^TA = -A^2$. So, if $lambda$ is an eigenvalue of $A$, then $sqrt{-lambda^2} = |lambda|$ is a singular value.



          Because $A$ is real, its complex (i.e. non-real) eigenvalues must come in complex-conjugate pairs.






          share|cite|improve this answer











          $endgroup$













          • $begingroup$
            Thank you. It was my understanding that the eigenvalues of a skew-symmetric matrix are either purely imaginary or zero. Is this true? Wouldn't that mean they don't come in conjugate pairs?
            $endgroup$
            – MathIsHard
            Oct 5 '16 at 20:13










          • $begingroup$
            Yes, that's true, but it does not mean that they don't come in conjugate pairs. For every non-zero eigenvalue $ai$, $-ai$ must also be an eigenvalue.
            $endgroup$
            – Omnomnomnom
            Oct 5 '16 at 20:20












          • $begingroup$
            Ok. I am still stuck.. I understand what you have said though... Sorry this problem and I don't get along.
            $endgroup$
            – MathIsHard
            Oct 5 '16 at 20:36










          • $begingroup$
            Isn't $sqrt{-lambda^2} = i|lambda| not= |lambda|$? I feel that I am missing something obvious.
            $endgroup$
            – hasManyStupidQuestions
            Jan 26 at 4:15








          • 1




            $begingroup$
            @hasManyStupidQuestions Right. Regarding your first comment, note that $lambda$ is actually an imaginary number in this context
            $endgroup$
            – Omnomnomnom
            Jan 28 at 17:50












          Your Answer





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          1 Answer
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          1 Answer
          1






          active

          oldest

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          active

          oldest

          votes






          active

          oldest

          votes









          3












          $begingroup$

          Hint: The singular values of $A$ are the (positive) square roots of the eigenvalues of the matrix $A^TA = -A^2$. So, if $lambda$ is an eigenvalue of $A$, then $sqrt{-lambda^2} = |lambda|$ is a singular value.



          Because $A$ is real, its complex (i.e. non-real) eigenvalues must come in complex-conjugate pairs.






          share|cite|improve this answer











          $endgroup$













          • $begingroup$
            Thank you. It was my understanding that the eigenvalues of a skew-symmetric matrix are either purely imaginary or zero. Is this true? Wouldn't that mean they don't come in conjugate pairs?
            $endgroup$
            – MathIsHard
            Oct 5 '16 at 20:13










          • $begingroup$
            Yes, that's true, but it does not mean that they don't come in conjugate pairs. For every non-zero eigenvalue $ai$, $-ai$ must also be an eigenvalue.
            $endgroup$
            – Omnomnomnom
            Oct 5 '16 at 20:20












          • $begingroup$
            Ok. I am still stuck.. I understand what you have said though... Sorry this problem and I don't get along.
            $endgroup$
            – MathIsHard
            Oct 5 '16 at 20:36










          • $begingroup$
            Isn't $sqrt{-lambda^2} = i|lambda| not= |lambda|$? I feel that I am missing something obvious.
            $endgroup$
            – hasManyStupidQuestions
            Jan 26 at 4:15








          • 1




            $begingroup$
            @hasManyStupidQuestions Right. Regarding your first comment, note that $lambda$ is actually an imaginary number in this context
            $endgroup$
            – Omnomnomnom
            Jan 28 at 17:50
















          3












          $begingroup$

          Hint: The singular values of $A$ are the (positive) square roots of the eigenvalues of the matrix $A^TA = -A^2$. So, if $lambda$ is an eigenvalue of $A$, then $sqrt{-lambda^2} = |lambda|$ is a singular value.



          Because $A$ is real, its complex (i.e. non-real) eigenvalues must come in complex-conjugate pairs.






          share|cite|improve this answer











          $endgroup$













          • $begingroup$
            Thank you. It was my understanding that the eigenvalues of a skew-symmetric matrix are either purely imaginary or zero. Is this true? Wouldn't that mean they don't come in conjugate pairs?
            $endgroup$
            – MathIsHard
            Oct 5 '16 at 20:13










          • $begingroup$
            Yes, that's true, but it does not mean that they don't come in conjugate pairs. For every non-zero eigenvalue $ai$, $-ai$ must also be an eigenvalue.
            $endgroup$
            – Omnomnomnom
            Oct 5 '16 at 20:20












          • $begingroup$
            Ok. I am still stuck.. I understand what you have said though... Sorry this problem and I don't get along.
            $endgroup$
            – MathIsHard
            Oct 5 '16 at 20:36










          • $begingroup$
            Isn't $sqrt{-lambda^2} = i|lambda| not= |lambda|$? I feel that I am missing something obvious.
            $endgroup$
            – hasManyStupidQuestions
            Jan 26 at 4:15








          • 1




            $begingroup$
            @hasManyStupidQuestions Right. Regarding your first comment, note that $lambda$ is actually an imaginary number in this context
            $endgroup$
            – Omnomnomnom
            Jan 28 at 17:50














          3












          3








          3





          $begingroup$

          Hint: The singular values of $A$ are the (positive) square roots of the eigenvalues of the matrix $A^TA = -A^2$. So, if $lambda$ is an eigenvalue of $A$, then $sqrt{-lambda^2} = |lambda|$ is a singular value.



          Because $A$ is real, its complex (i.e. non-real) eigenvalues must come in complex-conjugate pairs.






          share|cite|improve this answer











          $endgroup$



          Hint: The singular values of $A$ are the (positive) square roots of the eigenvalues of the matrix $A^TA = -A^2$. So, if $lambda$ is an eigenvalue of $A$, then $sqrt{-lambda^2} = |lambda|$ is a singular value.



          Because $A$ is real, its complex (i.e. non-real) eigenvalues must come in complex-conjugate pairs.







          share|cite|improve this answer














          share|cite|improve this answer



          share|cite|improve this answer








          edited Jan 28 at 17:47

























          answered Oct 5 '16 at 19:22









          OmnomnomnomOmnomnomnom

          129k792186




          129k792186












          • $begingroup$
            Thank you. It was my understanding that the eigenvalues of a skew-symmetric matrix are either purely imaginary or zero. Is this true? Wouldn't that mean they don't come in conjugate pairs?
            $endgroup$
            – MathIsHard
            Oct 5 '16 at 20:13










          • $begingroup$
            Yes, that's true, but it does not mean that they don't come in conjugate pairs. For every non-zero eigenvalue $ai$, $-ai$ must also be an eigenvalue.
            $endgroup$
            – Omnomnomnom
            Oct 5 '16 at 20:20












          • $begingroup$
            Ok. I am still stuck.. I understand what you have said though... Sorry this problem and I don't get along.
            $endgroup$
            – MathIsHard
            Oct 5 '16 at 20:36










          • $begingroup$
            Isn't $sqrt{-lambda^2} = i|lambda| not= |lambda|$? I feel that I am missing something obvious.
            $endgroup$
            – hasManyStupidQuestions
            Jan 26 at 4:15








          • 1




            $begingroup$
            @hasManyStupidQuestions Right. Regarding your first comment, note that $lambda$ is actually an imaginary number in this context
            $endgroup$
            – Omnomnomnom
            Jan 28 at 17:50


















          • $begingroup$
            Thank you. It was my understanding that the eigenvalues of a skew-symmetric matrix are either purely imaginary or zero. Is this true? Wouldn't that mean they don't come in conjugate pairs?
            $endgroup$
            – MathIsHard
            Oct 5 '16 at 20:13










          • $begingroup$
            Yes, that's true, but it does not mean that they don't come in conjugate pairs. For every non-zero eigenvalue $ai$, $-ai$ must also be an eigenvalue.
            $endgroup$
            – Omnomnomnom
            Oct 5 '16 at 20:20












          • $begingroup$
            Ok. I am still stuck.. I understand what you have said though... Sorry this problem and I don't get along.
            $endgroup$
            – MathIsHard
            Oct 5 '16 at 20:36










          • $begingroup$
            Isn't $sqrt{-lambda^2} = i|lambda| not= |lambda|$? I feel that I am missing something obvious.
            $endgroup$
            – hasManyStupidQuestions
            Jan 26 at 4:15








          • 1




            $begingroup$
            @hasManyStupidQuestions Right. Regarding your first comment, note that $lambda$ is actually an imaginary number in this context
            $endgroup$
            – Omnomnomnom
            Jan 28 at 17:50
















          $begingroup$
          Thank you. It was my understanding that the eigenvalues of a skew-symmetric matrix are either purely imaginary or zero. Is this true? Wouldn't that mean they don't come in conjugate pairs?
          $endgroup$
          – MathIsHard
          Oct 5 '16 at 20:13




          $begingroup$
          Thank you. It was my understanding that the eigenvalues of a skew-symmetric matrix are either purely imaginary or zero. Is this true? Wouldn't that mean they don't come in conjugate pairs?
          $endgroup$
          – MathIsHard
          Oct 5 '16 at 20:13












          $begingroup$
          Yes, that's true, but it does not mean that they don't come in conjugate pairs. For every non-zero eigenvalue $ai$, $-ai$ must also be an eigenvalue.
          $endgroup$
          – Omnomnomnom
          Oct 5 '16 at 20:20






          $begingroup$
          Yes, that's true, but it does not mean that they don't come in conjugate pairs. For every non-zero eigenvalue $ai$, $-ai$ must also be an eigenvalue.
          $endgroup$
          – Omnomnomnom
          Oct 5 '16 at 20:20














          $begingroup$
          Ok. I am still stuck.. I understand what you have said though... Sorry this problem and I don't get along.
          $endgroup$
          – MathIsHard
          Oct 5 '16 at 20:36




          $begingroup$
          Ok. I am still stuck.. I understand what you have said though... Sorry this problem and I don't get along.
          $endgroup$
          – MathIsHard
          Oct 5 '16 at 20:36












          $begingroup$
          Isn't $sqrt{-lambda^2} = i|lambda| not= |lambda|$? I feel that I am missing something obvious.
          $endgroup$
          – hasManyStupidQuestions
          Jan 26 at 4:15






          $begingroup$
          Isn't $sqrt{-lambda^2} = i|lambda| not= |lambda|$? I feel that I am missing something obvious.
          $endgroup$
          – hasManyStupidQuestions
          Jan 26 at 4:15






          1




          1




          $begingroup$
          @hasManyStupidQuestions Right. Regarding your first comment, note that $lambda$ is actually an imaginary number in this context
          $endgroup$
          – Omnomnomnom
          Jan 28 at 17:50




          $begingroup$
          @hasManyStupidQuestions Right. Regarding your first comment, note that $lambda$ is actually an imaginary number in this context
          $endgroup$
          – Omnomnomnom
          Jan 28 at 17:50


















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