Proposes a new method for kernel density estimation using stagewise minimization and a simple dictionary.
problem Kernel density estimation with data-adaptive weighting parameters and sparse representation.
method Stagewise minimization algorithm based on -divergence and a simple dictionary.
result Develops non-asymptotic error bound for the proposed estimator.