Multidimensional regression: How to make sure the error variances are the same along different dimensions?...












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I have data that has equal variance along each of the target dimensions, but if i analyze the results of training i notice that that my trained model does not have the same error variances along each of the dimensions, which means some dimensions are more erroneous than others.



Does this say anything about the model missing some sort of regularization, or is this not something I should be fretting over? Is there a way I can regularize to make sure the errors along different dimensions have the same variance?









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    $begingroup$


    I have data that has equal variance along each of the target dimensions, but if i analyze the results of training i notice that that my trained model does not have the same error variances along each of the dimensions, which means some dimensions are more erroneous than others.



    Does this say anything about the model missing some sort of regularization, or is this not something I should be fretting over? Is there a way I can regularize to make sure the errors along different dimensions have the same variance?









    share







    New contributor




    journeymango is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
    Check out our Code of Conduct.







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      $begingroup$


      I have data that has equal variance along each of the target dimensions, but if i analyze the results of training i notice that that my trained model does not have the same error variances along each of the dimensions, which means some dimensions are more erroneous than others.



      Does this say anything about the model missing some sort of regularization, or is this not something I should be fretting over? Is there a way I can regularize to make sure the errors along different dimensions have the same variance?









      share







      New contributor




      journeymango is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
      Check out our Code of Conduct.







      $endgroup$




      I have data that has equal variance along each of the target dimensions, but if i analyze the results of training i notice that that my trained model does not have the same error variances along each of the dimensions, which means some dimensions are more erroneous than others.



      Does this say anything about the model missing some sort of regularization, or is this not something I should be fretting over? Is there a way I can regularize to make sure the errors along different dimensions have the same variance?







      regression





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