Meta-strategy for Learning Tuning Parameters with Guarantees

Dimitri Meunier, Pierre Alquier

Online learning methods, like the online gradient algorithm (OGA) and exponentially weighted aggregation (EWA), often depend on tuning parameters that are difficult to set in pract…