How is $(x_1,x_2)$ normal to $x_1w_1 + x_2w_2 = y$? Announcing the arrival of Valued Associate...

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How is $(x_1,x_2)$ normal to $x_1w_1 + x_2w_2 = y$?



Announcing the arrival of Valued Associate #679: Cesar Manara
Planned maintenance scheduled April 17/18, 2019 at 00:00UTC (8:00pm US/Eastern)Normal vector from equation questionNormal Vector to from a line equationIf ${x_1, x_2}$ are orthogonal vectors in $mathbb R^3$, how to prove that we can always find the third vector so that they become orthogonal basis?How to check if these vectors are normal or orthogonal?Vector that is orthogonal to one vector in a plane, automatically the normal?For $xin E$ and $x = x_1 + x_2$, where $x_1 in E_1$, shouldn't the distance vector of x from the subspace $E_1$ be unique?Find a basis for $W^perp$ for $W={(x_1,x_2,x_3)inmathbb{R}^3:x_1-x_2-x_3=0}$Gradient method: convergence in finite number of steps for $f(x_1,x_2) = x_1^2 + 4x_2^2 - 4x_1 - 8x_2$Let $S$ be the subspace of $Bbb R^3$ spanned by the vector $x= (x_1,x_2,x_3)^T$ and $y= (y_1,y_2,y_3)^T$Let $S$ be the subspace of $mathbb{R}^4$ spanned by $x_1=(1,0,-2,1)^T$ and $x_2=(0,1,3,-2)^T$. Find a basis for $S_perp$












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Note: this question is related to the maths of Neural Nets, if you need clarification about the question do comment.



Raul Rojas' Neural Networks A Systematic Introduction, section 8.1.2 relates off-line backpropagation and on-line backpropagation with Gauss-Jacobi and Gauss-Seidel methods for finding the intersection of two lines.



What I can't understand is how the iterations of on-line backpropagation are perpendicular to the (current) constraint. More specifically, how is $frac12(x_1w_1 + x_2w_2 + y)^2$'s gradient, $(x_1,x_2)$, normal to the constraint $x_1w_1 + x_2w_2 = y$?










share|cite|improve this question









$endgroup$

















    0












    $begingroup$


    Note: this question is related to the maths of Neural Nets, if you need clarification about the question do comment.



    Raul Rojas' Neural Networks A Systematic Introduction, section 8.1.2 relates off-line backpropagation and on-line backpropagation with Gauss-Jacobi and Gauss-Seidel methods for finding the intersection of two lines.



    What I can't understand is how the iterations of on-line backpropagation are perpendicular to the (current) constraint. More specifically, how is $frac12(x_1w_1 + x_2w_2 + y)^2$'s gradient, $(x_1,x_2)$, normal to the constraint $x_1w_1 + x_2w_2 = y$?










    share|cite|improve this question









    $endgroup$















      0












      0








      0





      $begingroup$


      Note: this question is related to the maths of Neural Nets, if you need clarification about the question do comment.



      Raul Rojas' Neural Networks A Systematic Introduction, section 8.1.2 relates off-line backpropagation and on-line backpropagation with Gauss-Jacobi and Gauss-Seidel methods for finding the intersection of two lines.



      What I can't understand is how the iterations of on-line backpropagation are perpendicular to the (current) constraint. More specifically, how is $frac12(x_1w_1 + x_2w_2 + y)^2$'s gradient, $(x_1,x_2)$, normal to the constraint $x_1w_1 + x_2w_2 = y$?










      share|cite|improve this question









      $endgroup$




      Note: this question is related to the maths of Neural Nets, if you need clarification about the question do comment.



      Raul Rojas' Neural Networks A Systematic Introduction, section 8.1.2 relates off-line backpropagation and on-line backpropagation with Gauss-Jacobi and Gauss-Seidel methods for finding the intersection of two lines.



      What I can't understand is how the iterations of on-line backpropagation are perpendicular to the (current) constraint. More specifically, how is $frac12(x_1w_1 + x_2w_2 + y)^2$'s gradient, $(x_1,x_2)$, normal to the constraint $x_1w_1 + x_2w_2 = y$?







      orthogonality gradient-descent






      share|cite|improve this question













      share|cite|improve this question











      share|cite|improve this question




      share|cite|improve this question










      asked Mar 24 at 19:59









      EmmanuelMessEmmanuelMess

      33




      33






















          2 Answers
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          $begingroup$

          If you choose two points $(w_1, w_2), (v_1, v_2)$ along this line, then
          $$(x_1, x_2) cdot ((w_1, w_2) - (v_1, v_2)) = x_1 w_1 + x_2 w_2 - (x_1 v_1 + x_2 v_2) = y - y = 0.$$
          That is, the direction $(x_1, x_2)$ is perpendicular to any vector lying along the line, i.e. $(x_1, x_2)$ is normal to the line.






          share|cite|improve this answer









          $endgroup$





















            0












            $begingroup$

            Suppose you earmark two points in the plane $xcdot w=y$. The path between them is a vector $dw$ satisfying $xcdot dw=0$. Therefore, $x$ is normal to any such path.






            share|cite|improve this answer









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              2 Answers
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              2 Answers
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              active

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              0












              $begingroup$

              If you choose two points $(w_1, w_2), (v_1, v_2)$ along this line, then
              $$(x_1, x_2) cdot ((w_1, w_2) - (v_1, v_2)) = x_1 w_1 + x_2 w_2 - (x_1 v_1 + x_2 v_2) = y - y = 0.$$
              That is, the direction $(x_1, x_2)$ is perpendicular to any vector lying along the line, i.e. $(x_1, x_2)$ is normal to the line.






              share|cite|improve this answer









              $endgroup$


















                0












                $begingroup$

                If you choose two points $(w_1, w_2), (v_1, v_2)$ along this line, then
                $$(x_1, x_2) cdot ((w_1, w_2) - (v_1, v_2)) = x_1 w_1 + x_2 w_2 - (x_1 v_1 + x_2 v_2) = y - y = 0.$$
                That is, the direction $(x_1, x_2)$ is perpendicular to any vector lying along the line, i.e. $(x_1, x_2)$ is normal to the line.






                share|cite|improve this answer









                $endgroup$
















                  0












                  0








                  0





                  $begingroup$

                  If you choose two points $(w_1, w_2), (v_1, v_2)$ along this line, then
                  $$(x_1, x_2) cdot ((w_1, w_2) - (v_1, v_2)) = x_1 w_1 + x_2 w_2 - (x_1 v_1 + x_2 v_2) = y - y = 0.$$
                  That is, the direction $(x_1, x_2)$ is perpendicular to any vector lying along the line, i.e. $(x_1, x_2)$ is normal to the line.






                  share|cite|improve this answer









                  $endgroup$



                  If you choose two points $(w_1, w_2), (v_1, v_2)$ along this line, then
                  $$(x_1, x_2) cdot ((w_1, w_2) - (v_1, v_2)) = x_1 w_1 + x_2 w_2 - (x_1 v_1 + x_2 v_2) = y - y = 0.$$
                  That is, the direction $(x_1, x_2)$ is perpendicular to any vector lying along the line, i.e. $(x_1, x_2)$ is normal to the line.







                  share|cite|improve this answer












                  share|cite|improve this answer



                  share|cite|improve this answer










                  answered Mar 24 at 20:07









                  Theo BenditTheo Bendit

                  21.3k12355




                  21.3k12355























                      0












                      $begingroup$

                      Suppose you earmark two points in the plane $xcdot w=y$. The path between them is a vector $dw$ satisfying $xcdot dw=0$. Therefore, $x$ is normal to any such path.






                      share|cite|improve this answer









                      $endgroup$


















                        0












                        $begingroup$

                        Suppose you earmark two points in the plane $xcdot w=y$. The path between them is a vector $dw$ satisfying $xcdot dw=0$. Therefore, $x$ is normal to any such path.






                        share|cite|improve this answer









                        $endgroup$
















                          0












                          0








                          0





                          $begingroup$

                          Suppose you earmark two points in the plane $xcdot w=y$. The path between them is a vector $dw$ satisfying $xcdot dw=0$. Therefore, $x$ is normal to any such path.






                          share|cite|improve this answer









                          $endgroup$



                          Suppose you earmark two points in the plane $xcdot w=y$. The path between them is a vector $dw$ satisfying $xcdot dw=0$. Therefore, $x$ is normal to any such path.







                          share|cite|improve this answer












                          share|cite|improve this answer



                          share|cite|improve this answer










                          answered Mar 24 at 20:08









                          J.G.J.G.

                          33.7k23252




                          33.7k23252






























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