10 citations · 15 across the 5 of their papers we have counts for
Showing 2020Show all
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stat.ML2020
Concurrent Neural Network : A model of competition between times series
Rémy Garnier
Competition between times series often arises in sales prediction, when similar products are on sale on a marketplace. This article provides a model of the presence of cannibalizat…
stat.ML2020
Deviation bound for non-causal machine learning
Rémy Garnier, Raphaël Langhendries
Concentration inequalities are widely used for analyzing machine learning algorithms. However, current concentration inequalities cannot be applied to some of the most popular deep…
stat.AP2020★ 2 cited
Hierarchical robust aggregation of sales forecasts at aggregated levels in e-commerce, based on exponential smoothing and Holt's linear trend method
Malo Huard, Rémy Garnier, Gilles Stoltz
We revisit the interest of classical statistical techniques for sales forecasting like exponential smoothing and extensions thereof (as Holt's linear trend method). We do so by con…