How is the minimization part done in projected gradient descent?












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$begingroup$


How is the minimization part done in projected gradient descent?



It says to do:



$$y_{k+1}=x_k-t^{(k)}partial f(x^{(k)})$$



where $x_{k+1}=min_{z in chi} |x-z|$



So is one supposed to solve the $x_{k+1}$ using some other minimization method? Or what is one supposed to do?










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  • $begingroup$
    Typically depends on the problem (i.e. what the set $chi$ is). For example, if $chi$ is the $ell2$ unit ball, then the projection subproblem has a closed-form solution. For very complicated sets, you might not be able to do it practically.
    $endgroup$
    – David M.
    Feb 2 at 2:41


















0












$begingroup$


How is the minimization part done in projected gradient descent?



It says to do:



$$y_{k+1}=x_k-t^{(k)}partial f(x^{(k)})$$



where $x_{k+1}=min_{z in chi} |x-z|$



So is one supposed to solve the $x_{k+1}$ using some other minimization method? Or what is one supposed to do?










share|cite|improve this question









$endgroup$












  • $begingroup$
    Typically depends on the problem (i.e. what the set $chi$ is). For example, if $chi$ is the $ell2$ unit ball, then the projection subproblem has a closed-form solution. For very complicated sets, you might not be able to do it practically.
    $endgroup$
    – David M.
    Feb 2 at 2:41
















0












0








0





$begingroup$


How is the minimization part done in projected gradient descent?



It says to do:



$$y_{k+1}=x_k-t^{(k)}partial f(x^{(k)})$$



where $x_{k+1}=min_{z in chi} |x-z|$



So is one supposed to solve the $x_{k+1}$ using some other minimization method? Or what is one supposed to do?










share|cite|improve this question









$endgroup$




How is the minimization part done in projected gradient descent?



It says to do:



$$y_{k+1}=x_k-t^{(k)}partial f(x^{(k)})$$



where $x_{k+1}=min_{z in chi} |x-z|$



So is one supposed to solve the $x_{k+1}$ using some other minimization method? Or what is one supposed to do?







optimization






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share|cite|improve this question











share|cite|improve this question




share|cite|improve this question










asked Jan 30 at 22:46









mavaviljmavavilj

2,84911138




2,84911138












  • $begingroup$
    Typically depends on the problem (i.e. what the set $chi$ is). For example, if $chi$ is the $ell2$ unit ball, then the projection subproblem has a closed-form solution. For very complicated sets, you might not be able to do it practically.
    $endgroup$
    – David M.
    Feb 2 at 2:41




















  • $begingroup$
    Typically depends on the problem (i.e. what the set $chi$ is). For example, if $chi$ is the $ell2$ unit ball, then the projection subproblem has a closed-form solution. For very complicated sets, you might not be able to do it practically.
    $endgroup$
    – David M.
    Feb 2 at 2:41


















$begingroup$
Typically depends on the problem (i.e. what the set $chi$ is). For example, if $chi$ is the $ell2$ unit ball, then the projection subproblem has a closed-form solution. For very complicated sets, you might not be able to do it practically.
$endgroup$
– David M.
Feb 2 at 2:41






$begingroup$
Typically depends on the problem (i.e. what the set $chi$ is). For example, if $chi$ is the $ell2$ unit ball, then the projection subproblem has a closed-form solution. For very complicated sets, you might not be able to do it practically.
$endgroup$
– David M.
Feb 2 at 2:41












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