63 citations · 88 across the 4 of their papers we have counts for
3 papers · 1 filter
A Primal-Dual Online Learning Approach for Dynamic Pricing of Sequentially Displayed Complementary Items under Sale Constraints
Francesco Emanuele Stradi, Filippo Cipriani, Lorenzo Ciampiconi +3
We address the challenging problem of dynamically pricing complementary items that are sequentially displayed to customers. An illustrative example is the online sale of flight tic…
A survey and taxonomy of loss functions in machine learning
Lorenzo Ciampiconi, Adam Elwood, Marco Leonardi +2
Most state-of-the-art machine learning techniques revolve around the optimisation of loss functions. Defining appropriate loss functions is therefore critical to successfully solvi…
Maximum entropy exploration in contextual bandits with neural networks and energy based models
Adam Elwood, Marco Leonardi, Ashraf Mohamed +1
Contextual bandits can solve a huge range of real-world problems. However, current popular algorithms to solve them either rely on linear models, or unreliable uncertainty estimati…