Breaking The Dimension Dependence in Sparse Distribution Estimation under Communication Constraints

Wei-Ning Chen, Peter Kairouz, Ayfer Özgür

We consider the problem of estimating a $d$-dimensional $s$-sparse discrete distribution from its samples observed under a $b$-bit communication constraint. The best-known previous…