Dynamic Pricing with Volume Discounts in Online Settings

no code implementations • 17 Nov 2022 • Marco Mussi, Gianmarco Genalti, Alessandro Nuara, Francesco Trovò, Marcello Restelli, Nicola Gatti

We ran a real-world 4-month-long A/B testing experiment in collaboration with an Italian e-commerce company, in which our algorithm PVD-B-corresponding to A configuration-has been compared with human pricing specialists-corresponding to B configuration.

Safe Online Bid Optimization with Return-On-Investment and Budget Constraints subject to Uncertainty

no code implementations • 18 Jan 2022 • Matteo Castiglioni, Alessandro Nuara, Giulia Romano, Giorgio Spadaro, Francesco Trovò, Nicola Gatti

More interestingly, we provide an algorithm, namely GCB_{safe}(\psi,\phi), guaranteeing both sublinear pseudo-regret and safety w. h. p.

Marketing

Online Joint Bid/Daily Budget Optimization of Internet Advertising Campaigns

no code implementations • 3 Mar 2020 • Alessandro Nuara, Francesco Trovò, Nicola Gatti, Marcello Restelli

We experimentally evaluate our algorithms with synthetic settings generated from real data from Yahoo!, and we present the results of the adoption of our algorithms in a real-world application with a daily average spent of 1, 000 Euros for more than one year.

Gaussian Processes Multiple-choice