no code implementations • 7 Sep 2023 • Christopher Bockel-Rickermann, Sam Verboven, Tim Verdonck, Wouter Verbeke
In lending, where prices are specific to both customers and products, having a well-functioning personalized pricing policy in place is essential to effective business making.
1 code implementation • 7 Jun 2023 • Emilie Grégoire, Hafeez Chaudhary, Sam Verboven
Multi-task learning (MTL) can improve the generalization performance of neural networks by sharing representations with related tasks.
no code implementations • 26 Aug 2020 • Sam Verboven, Muhammad Hafeez Chaudhary, Jeroen Berrevoets, Wouter Verbeke
Multi-task learning (MTL) can improve performance on a task by sharing representations with one or more related auxiliary-tasks.
no code implementations • 24 Jul 2020 • Wouter Verbeke, Diego Olaya, Jeroen Berrevoets, Sam Verboven, Sebastián Maldonado
The framework is shown to instantiate to application-specific cost-sensitive performance measures that have been recently proposed for evaluating customer retention and response uplift models, and allows to maximize profitability when adopting a causal classification model for optimizing decision-making.
no code implementations • 3 May 2020 • Sam Verboven, Jeroen Berrevoets, Chris Wuytens, Bart Baesens, Wouter Verbeke
However, few data-driven tools that support strategic decision-making are available.
1 code implementation • 16 Oct 2019 • Jeroen Berrevoets, Sam Verboven, Wouter Verbeke
Applying causal inference models in areas such as economics, healthcare and marketing receives great interest from the machine learning community.