I have real-time monitoring data where participants report on a variety of variables four times per day for a month. Is it possible to use LASSO regression (e.g,. glmnet r package) with this data? I'm interested in seeing which of 15 level-1 variables (i.e., responses within people) are most relevant as correlates of another level-1 variable measured at the same time. There are no level-2 predictors.
I've seen this answer for panel data (Dealing with hierarchical (panel, multi-level) data and fixed effects in LASSO?) but I'm not sure that it is similar enough to my data.