Multiobjective Personalization of Marketing Interventions
Marketing interventions usually affect multiple outcomes of interest. However, finding an
intervention that improves all desired outcomes is often rare, creating a trade-off for …
intervention that improves all desired outcomes is often rare, creating a trade-off for …
Eliciting user preferences for personalized multi-objective decision making through comparative feedback
In this work, we propose a multi-objective decision making framework that accommodates
different user preferences over objectives, where preferences are learned via policy …
different user preferences over objectives, where preferences are learned via policy …
Trustworthy Machine Learning under Social and Adversarial Data Sources
H Shao - arXiv preprint arXiv:2408.01596, 2024 - arxiv.org
Machine learning has witnessed remarkable breakthroughs in recent years. As machine
learning permeates various aspects of daily life, individuals and organizations increasingly …
learning permeates various aspects of daily life, individuals and organizations increasingly …
Pessimistic off-policy multi-objective optimization
S Alizadeh, A Bhargava… - International …, 2024 - proceedings.mlr.press
Multi-objective optimization is a class of optimization problems with multiple conflicting
objectives. We study offline optimization of multi-objective policies from data collected by a …
objectives. We study offline optimization of multi-objective policies from data collected by a …