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Table 6 Comparison of the investigated methods

From: Regularized estimation of large-scale gene association networks using graphical Gaussian models

  lasso adaptive lasso PLS Ridge Regression shrinkage
properties      
testing needed no no yes yes yes
run-time high very high medium medium low
simulation results      
density very dense between lasso & non-sparse methods very sparse very sparse very sparse
mean-squared-error low low high medium medium
real-world-study      
density too dense on t.cell too dense on t.cell very dense - -
repeated measurements too dense too dense dense - -
stability under resampling medium medium medium medium good