Group Lasso Math. Formulation Possible Typo
cruyffturn opened this issue · 1 comments
cruyffturn commented
Hello,
In the api, the regularization formulation is given as below:
\mathcal{P}_2 = \|\Gamma \beta \|_2^2 \
\mathcal{P}1 = \sum_g \|\beta{j,g}\|_2
The last summation is over g but not over j. Can it be the case that under-script "j" is a typo? I think the group lasso formulation should be the l2 norm of all coefficients in the group i.e. \|\beta_{g}\|_2?
Thanks!
jasmainak commented
I agree that the formulation is strange. The coefficients should be indexed over g
where g \in G
or an indicator variable. Can you propose a fix with a pull request? Thank you