  In this work we give new density estimators by averaging classical density
estimators such as the histogram, the frequency polygon and the kernel density
estimators obtained over different bootstrap samples of the original data. We
prove the L 2-consistency of these new estimators and compare them to several
similar approaches by extensive simulations. Based on them, we give also a way
to construct non parametric pointwise confidence intervals for the target
density.
