\input zb-basic \input zb-ioport \iteman{io-port 05644283} \itemau{Baldi, P.; Kerkyacharian, G.; Marinucci, D.; Picard, D.} \itemti{Adaptive density estimation for directional data using needlets.} \itemso{Ann. Stat. 37, No. 6A, 3362-3395 (2009).} \itemab Summary: This paper is concerned with density estimation of directional data on the sphere. We introduce a procedure based on thresholding on a new type of spherical wavelets called needlets. We establish a minimax result and prove its optimality. We are motivated by astrophysical applications, in particular in connection with the analysis of ultra high-energy cosmic rays. \itemrv{~} \itemcc{} \itemut{density estimation; spherical and directional data; thresholding; needlets} \itemli{doi:10.1214/09-AOS682} \end