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Is heavy-tailed distribution always heavier than light-tailed? [PDF]

open access: yes
In the master's thesis, an analysis of heavy-tailed distributions is conducted. Examples are provided for each class of heavy-tailed distributions. Theorems are formulated and proved, stating that distributions from the heavy-tailed class are heavier ...
Meilus, Donatas,
core  

Efficient Private SCO for Heavy-Tailed Data via Averaged Clipping [PDF]

open access: yes
We consider stochastic convex optimization for heavy-tailed data with the guarantee of being differentially private (DP). Most prior works on differentially private stochastic convex optimization for heavy-tailed data are either restricted to gradient ...
Zeng, Tieyong   +4 more
core  

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