When is a Jacobian Matrix not diagonal?












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According to this article (See: the section "Derivatives of vector element-wise binary operators"), Jacobian Matrix is nothing but a Diagonal Identity Matrix.



I am failing to understand What is so special about Jacobian Matrix then? Why don't we talk about an Identity matrix then?



When is a Jacobian Matrix not diagonal?










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$endgroup$












  • $begingroup$
    your article does not say that.
    $endgroup$
    – dezdichado
    Jan 1 at 9:31










  • $begingroup$
    @dezdichado, see "Derivatives of vector element-wise binary operators".
    $endgroup$
    – user366312
    Jan 1 at 9:41
















0












$begingroup$


According to this article (See: the section "Derivatives of vector element-wise binary operators"), Jacobian Matrix is nothing but a Diagonal Identity Matrix.



I am failing to understand What is so special about Jacobian Matrix then? Why don't we talk about an Identity matrix then?



When is a Jacobian Matrix not diagonal?










share|cite|improve this question











$endgroup$












  • $begingroup$
    your article does not say that.
    $endgroup$
    – dezdichado
    Jan 1 at 9:31










  • $begingroup$
    @dezdichado, see "Derivatives of vector element-wise binary operators".
    $endgroup$
    – user366312
    Jan 1 at 9:41














0












0








0





$begingroup$


According to this article (See: the section "Derivatives of vector element-wise binary operators"), Jacobian Matrix is nothing but a Diagonal Identity Matrix.



I am failing to understand What is so special about Jacobian Matrix then? Why don't we talk about an Identity matrix then?



When is a Jacobian Matrix not diagonal?










share|cite|improve this question











$endgroup$




According to this article (See: the section "Derivatives of vector element-wise binary operators"), Jacobian Matrix is nothing but a Diagonal Identity Matrix.



I am failing to understand What is so special about Jacobian Matrix then? Why don't we talk about an Identity matrix then?



When is a Jacobian Matrix not diagonal?







calculus matrices jacobian






share|cite|improve this question















share|cite|improve this question













share|cite|improve this question




share|cite|improve this question








edited Jan 1 at 9:42







user366312

















asked Jan 1 at 8:53









user366312user366312

663418




663418












  • $begingroup$
    your article does not say that.
    $endgroup$
    – dezdichado
    Jan 1 at 9:31










  • $begingroup$
    @dezdichado, see "Derivatives of vector element-wise binary operators".
    $endgroup$
    – user366312
    Jan 1 at 9:41


















  • $begingroup$
    your article does not say that.
    $endgroup$
    – dezdichado
    Jan 1 at 9:31










  • $begingroup$
    @dezdichado, see "Derivatives of vector element-wise binary operators".
    $endgroup$
    – user366312
    Jan 1 at 9:41
















$begingroup$
your article does not say that.
$endgroup$
– dezdichado
Jan 1 at 9:31




$begingroup$
your article does not say that.
$endgroup$
– dezdichado
Jan 1 at 9:31












$begingroup$
@dezdichado, see "Derivatives of vector element-wise binary operators".
$endgroup$
– user366312
Jan 1 at 9:41




$begingroup$
@dezdichado, see "Derivatives of vector element-wise binary operators".
$endgroup$
– user366312
Jan 1 at 9:41










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$begingroup$

From the article,




That's quite a furball, but fortunately the Jacobian is very often a
diagonal matrix, a matrix that is zero everywhere but the diagonal.




is just an empirical claim that most of the Jacobians that you meet in this domain (deep learning according to this article) are diagonal. It is not true in general.






share|cite|improve this answer









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    1 Answer
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    1 Answer
    1






    active

    oldest

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    active

    oldest

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    active

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    votes









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    $begingroup$

    From the article,




    That's quite a furball, but fortunately the Jacobian is very often a
    diagonal matrix, a matrix that is zero everywhere but the diagonal.




    is just an empirical claim that most of the Jacobians that you meet in this domain (deep learning according to this article) are diagonal. It is not true in general.






    share|cite|improve this answer









    $endgroup$


















      2












      $begingroup$

      From the article,




      That's quite a furball, but fortunately the Jacobian is very often a
      diagonal matrix, a matrix that is zero everywhere but the diagonal.




      is just an empirical claim that most of the Jacobians that you meet in this domain (deep learning according to this article) are diagonal. It is not true in general.






      share|cite|improve this answer









      $endgroup$
















        2












        2








        2





        $begingroup$

        From the article,




        That's quite a furball, but fortunately the Jacobian is very often a
        diagonal matrix, a matrix that is zero everywhere but the diagonal.




        is just an empirical claim that most of the Jacobians that you meet in this domain (deep learning according to this article) are diagonal. It is not true in general.






        share|cite|improve this answer









        $endgroup$



        From the article,




        That's quite a furball, but fortunately the Jacobian is very often a
        diagonal matrix, a matrix that is zero everywhere but the diagonal.




        is just an empirical claim that most of the Jacobians that you meet in this domain (deep learning according to this article) are diagonal. It is not true in general.







        share|cite|improve this answer












        share|cite|improve this answer



        share|cite|improve this answer










        answered Jan 1 at 9:51









        twnlytwnly

        1,2011214




        1,2011214






























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