Jongha J. Ryu

Parameter-Free Online Linear Optimization with Side Information via Universal Coin Betting

A class of parameter-free online linear optimization algorithms is proposed that harnesses the structure of an adversarial sequence by adapting to some side information. These algorithms combine the reduction technique of Orabona and Pal (2016) for adapting coin betting algorithms for online linear…