When does $AB$ have linearly independent columns, if $A$ and $B$ are non-square matrices?












1












$begingroup$


If




  • $A$ is $m times n$ ($m<n$), and its rows are independent


  • $B$ is $n times p$ ($p<n$), and its columns are independent


  • We also know $mge n$.



does $AB$ have linearly independent columns?



Or what additional requirements are needed for $AB$ to have linearly independent columns?










share|cite|improve this question











$endgroup$

















    1












    $begingroup$


    If




    • $A$ is $m times n$ ($m<n$), and its rows are independent


    • $B$ is $n times p$ ($p<n$), and its columns are independent


    • We also know $mge n$.



    does $AB$ have linearly independent columns?



    Or what additional requirements are needed for $AB$ to have linearly independent columns?










    share|cite|improve this question











    $endgroup$















      1












      1








      1





      $begingroup$


      If




      • $A$ is $m times n$ ($m<n$), and its rows are independent


      • $B$ is $n times p$ ($p<n$), and its columns are independent


      • We also know $mge n$.



      does $AB$ have linearly independent columns?



      Or what additional requirements are needed for $AB$ to have linearly independent columns?










      share|cite|improve this question











      $endgroup$




      If




      • $A$ is $m times n$ ($m<n$), and its rows are independent


      • $B$ is $n times p$ ($p<n$), and its columns are independent


      • We also know $mge n$.



      does $AB$ have linearly independent columns?



      Or what additional requirements are needed for $AB$ to have linearly independent columns?







      linear-algebra determinant matrix-rank






      share|cite|improve this question















      share|cite|improve this question













      share|cite|improve this question




      share|cite|improve this question








      edited Dec 7 '18 at 4:26







      Oliver Chang

















      asked Dec 7 '18 at 4:06









      Oliver ChangOliver Chang

      83




      83






















          2 Answers
          2






          active

          oldest

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          1












          $begingroup$

          Since $A$ has rank $m$ and $B$ has rank $p$, $AB$ has rank at most $min(m,p)$.
          $AB$ is $mtimes p$, so it could have linearly independent columns if $m ge p$,
          but not if $m < p$.






          share|cite|improve this answer









          $endgroup$









          • 1




            $begingroup$
            So it is possible that AB has linearly independent columns if $mge p$, but not always?
            $endgroup$
            – Oliver Chang
            Dec 7 '18 at 4:22












          • $begingroup$
            For an example with $m=p=2$ and $n=3$, try $A = pmatrix{1 & 0 & 0cr 0 & 1 & 0cr}$, $B = pmatrix{0 & 0cr 1 & 0cr 0 & 1cr}$.
            $endgroup$
            – Robert Israel
            Dec 7 '18 at 13:46



















          0












          $begingroup$

          For this we need $AB $ to have rank $p $ (since $p$ columns). All we are garanteed however is that the rank of $AB$ is less orequal to the minimum of ${m,n,p}$. So this will fail for example when $m <p$.






          share|cite|improve this answer











          $endgroup$













          • $begingroup$
            what if we also know $m ge p$
            $endgroup$
            – Oliver Chang
            Dec 7 '18 at 4:26










          • $begingroup$
            @Oliver Chang The columns should not necessarily be independent. I'd try to find an example.
            $endgroup$
            – AnyAD
            Dec 7 '18 at 4:32






          • 1




            $begingroup$
            I guess it's actually quite easy to make the rows of A orthogonal to columns of B, if n is large.
            $endgroup$
            – Oliver Chang
            Dec 7 '18 at 4:57











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          2 Answers
          2






          active

          oldest

          votes








          2 Answers
          2






          active

          oldest

          votes









          active

          oldest

          votes






          active

          oldest

          votes









          1












          $begingroup$

          Since $A$ has rank $m$ and $B$ has rank $p$, $AB$ has rank at most $min(m,p)$.
          $AB$ is $mtimes p$, so it could have linearly independent columns if $m ge p$,
          but not if $m < p$.






          share|cite|improve this answer









          $endgroup$









          • 1




            $begingroup$
            So it is possible that AB has linearly independent columns if $mge p$, but not always?
            $endgroup$
            – Oliver Chang
            Dec 7 '18 at 4:22












          • $begingroup$
            For an example with $m=p=2$ and $n=3$, try $A = pmatrix{1 & 0 & 0cr 0 & 1 & 0cr}$, $B = pmatrix{0 & 0cr 1 & 0cr 0 & 1cr}$.
            $endgroup$
            – Robert Israel
            Dec 7 '18 at 13:46
















          1












          $begingroup$

          Since $A$ has rank $m$ and $B$ has rank $p$, $AB$ has rank at most $min(m,p)$.
          $AB$ is $mtimes p$, so it could have linearly independent columns if $m ge p$,
          but not if $m < p$.






          share|cite|improve this answer









          $endgroup$









          • 1




            $begingroup$
            So it is possible that AB has linearly independent columns if $mge p$, but not always?
            $endgroup$
            – Oliver Chang
            Dec 7 '18 at 4:22












          • $begingroup$
            For an example with $m=p=2$ and $n=3$, try $A = pmatrix{1 & 0 & 0cr 0 & 1 & 0cr}$, $B = pmatrix{0 & 0cr 1 & 0cr 0 & 1cr}$.
            $endgroup$
            – Robert Israel
            Dec 7 '18 at 13:46














          1












          1








          1





          $begingroup$

          Since $A$ has rank $m$ and $B$ has rank $p$, $AB$ has rank at most $min(m,p)$.
          $AB$ is $mtimes p$, so it could have linearly independent columns if $m ge p$,
          but not if $m < p$.






          share|cite|improve this answer









          $endgroup$



          Since $A$ has rank $m$ and $B$ has rank $p$, $AB$ has rank at most $min(m,p)$.
          $AB$ is $mtimes p$, so it could have linearly independent columns if $m ge p$,
          but not if $m < p$.







          share|cite|improve this answer












          share|cite|improve this answer



          share|cite|improve this answer










          answered Dec 7 '18 at 4:20









          Robert IsraelRobert Israel

          326k23215469




          326k23215469








          • 1




            $begingroup$
            So it is possible that AB has linearly independent columns if $mge p$, but not always?
            $endgroup$
            – Oliver Chang
            Dec 7 '18 at 4:22












          • $begingroup$
            For an example with $m=p=2$ and $n=3$, try $A = pmatrix{1 & 0 & 0cr 0 & 1 & 0cr}$, $B = pmatrix{0 & 0cr 1 & 0cr 0 & 1cr}$.
            $endgroup$
            – Robert Israel
            Dec 7 '18 at 13:46














          • 1




            $begingroup$
            So it is possible that AB has linearly independent columns if $mge p$, but not always?
            $endgroup$
            – Oliver Chang
            Dec 7 '18 at 4:22












          • $begingroup$
            For an example with $m=p=2$ and $n=3$, try $A = pmatrix{1 & 0 & 0cr 0 & 1 & 0cr}$, $B = pmatrix{0 & 0cr 1 & 0cr 0 & 1cr}$.
            $endgroup$
            – Robert Israel
            Dec 7 '18 at 13:46








          1




          1




          $begingroup$
          So it is possible that AB has linearly independent columns if $mge p$, but not always?
          $endgroup$
          – Oliver Chang
          Dec 7 '18 at 4:22






          $begingroup$
          So it is possible that AB has linearly independent columns if $mge p$, but not always?
          $endgroup$
          – Oliver Chang
          Dec 7 '18 at 4:22














          $begingroup$
          For an example with $m=p=2$ and $n=3$, try $A = pmatrix{1 & 0 & 0cr 0 & 1 & 0cr}$, $B = pmatrix{0 & 0cr 1 & 0cr 0 & 1cr}$.
          $endgroup$
          – Robert Israel
          Dec 7 '18 at 13:46




          $begingroup$
          For an example with $m=p=2$ and $n=3$, try $A = pmatrix{1 & 0 & 0cr 0 & 1 & 0cr}$, $B = pmatrix{0 & 0cr 1 & 0cr 0 & 1cr}$.
          $endgroup$
          – Robert Israel
          Dec 7 '18 at 13:46











          0












          $begingroup$

          For this we need $AB $ to have rank $p $ (since $p$ columns). All we are garanteed however is that the rank of $AB$ is less orequal to the minimum of ${m,n,p}$. So this will fail for example when $m <p$.






          share|cite|improve this answer











          $endgroup$













          • $begingroup$
            what if we also know $m ge p$
            $endgroup$
            – Oliver Chang
            Dec 7 '18 at 4:26










          • $begingroup$
            @Oliver Chang The columns should not necessarily be independent. I'd try to find an example.
            $endgroup$
            – AnyAD
            Dec 7 '18 at 4:32






          • 1




            $begingroup$
            I guess it's actually quite easy to make the rows of A orthogonal to columns of B, if n is large.
            $endgroup$
            – Oliver Chang
            Dec 7 '18 at 4:57
















          0












          $begingroup$

          For this we need $AB $ to have rank $p $ (since $p$ columns). All we are garanteed however is that the rank of $AB$ is less orequal to the minimum of ${m,n,p}$. So this will fail for example when $m <p$.






          share|cite|improve this answer











          $endgroup$













          • $begingroup$
            what if we also know $m ge p$
            $endgroup$
            – Oliver Chang
            Dec 7 '18 at 4:26










          • $begingroup$
            @Oliver Chang The columns should not necessarily be independent. I'd try to find an example.
            $endgroup$
            – AnyAD
            Dec 7 '18 at 4:32






          • 1




            $begingroup$
            I guess it's actually quite easy to make the rows of A orthogonal to columns of B, if n is large.
            $endgroup$
            – Oliver Chang
            Dec 7 '18 at 4:57














          0












          0








          0





          $begingroup$

          For this we need $AB $ to have rank $p $ (since $p$ columns). All we are garanteed however is that the rank of $AB$ is less orequal to the minimum of ${m,n,p}$. So this will fail for example when $m <p$.






          share|cite|improve this answer











          $endgroup$



          For this we need $AB $ to have rank $p $ (since $p$ columns). All we are garanteed however is that the rank of $AB$ is less orequal to the minimum of ${m,n,p}$. So this will fail for example when $m <p$.







          share|cite|improve this answer














          share|cite|improve this answer



          share|cite|improve this answer








          edited Dec 7 '18 at 4:26

























          answered Dec 7 '18 at 4:24









          AnyADAnyAD

          2,098812




          2,098812












          • $begingroup$
            what if we also know $m ge p$
            $endgroup$
            – Oliver Chang
            Dec 7 '18 at 4:26










          • $begingroup$
            @Oliver Chang The columns should not necessarily be independent. I'd try to find an example.
            $endgroup$
            – AnyAD
            Dec 7 '18 at 4:32






          • 1




            $begingroup$
            I guess it's actually quite easy to make the rows of A orthogonal to columns of B, if n is large.
            $endgroup$
            – Oliver Chang
            Dec 7 '18 at 4:57


















          • $begingroup$
            what if we also know $m ge p$
            $endgroup$
            – Oliver Chang
            Dec 7 '18 at 4:26










          • $begingroup$
            @Oliver Chang The columns should not necessarily be independent. I'd try to find an example.
            $endgroup$
            – AnyAD
            Dec 7 '18 at 4:32






          • 1




            $begingroup$
            I guess it's actually quite easy to make the rows of A orthogonal to columns of B, if n is large.
            $endgroup$
            – Oliver Chang
            Dec 7 '18 at 4:57
















          $begingroup$
          what if we also know $m ge p$
          $endgroup$
          – Oliver Chang
          Dec 7 '18 at 4:26




          $begingroup$
          what if we also know $m ge p$
          $endgroup$
          – Oliver Chang
          Dec 7 '18 at 4:26












          $begingroup$
          @Oliver Chang The columns should not necessarily be independent. I'd try to find an example.
          $endgroup$
          – AnyAD
          Dec 7 '18 at 4:32




          $begingroup$
          @Oliver Chang The columns should not necessarily be independent. I'd try to find an example.
          $endgroup$
          – AnyAD
          Dec 7 '18 at 4:32




          1




          1




          $begingroup$
          I guess it's actually quite easy to make the rows of A orthogonal to columns of B, if n is large.
          $endgroup$
          – Oliver Chang
          Dec 7 '18 at 4:57




          $begingroup$
          I guess it's actually quite easy to make the rows of A orthogonal to columns of B, if n is large.
          $endgroup$
          – Oliver Chang
          Dec 7 '18 at 4:57


















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