Before revision:  The high-dimensionality problem of the monthly dataset used is solved by assuming sparse structures for the choice of leading indicators, capable of adequately explaining the dynamics of the GDP components.
After revision:  The high-dimensionality problem of the monthly dataset by assuming sparse structures for the choice of leading indicators, capable of adequately explaining the dynamics of the GDP components.