Constraint-based optimization and utility elicitation using the minimax decision criterion

C Boutilier, R Patrascu, P Poupart, D Schuurmans - Artificial Intelligence, 2006 - Elsevier
In many situations, a set of hard constraints encodes the feasible configurations of some
system or product over which multiple users have distinct preferences. However, making …

“I Want It That Way”: Enabling Interactive Decision Support Using Large Language Models and Constraint Programming

C Lawless, J Schoeffer, L Le, K Rowan, S Sen… - ACM Transactions on …, 2024 - dl.acm.org
A critical factor in the success of many decision support systems is the accurate modeling of
user preferences. Psychology research has demonstrated that users often develop their …

Designing interfaces for explicit preference elicitation: a user-centered investigation of preference representation and elicitation process

A Pommeranz, J Broekens, P Wiggers… - User Modeling and User …, 2012 - Springer
Two problems may arise when an intelligent (recommender) system elicits users'
preferences. First, there may be a mismatch between the quantitative preference …

Preference elicitation for interface optimization

K Gajos, DS Weld - Proceedings of the 18th annual ACM symposium on …, 2005 - dl.acm.org
Decision-theoretic optimization is becoming a popular tool in the user interface community,
but creating accurate cost (or utility) functions has become a bottleneck---in most cases the …

Regret-based reward elicitation for Markov decision processes

K Regan, C Boutilier - arXiv preprint arXiv:1205.2619, 2012 - arxiv.org
The specification of aMarkov decision process (MDP) can be difficult. Reward function
specification is especially problematic; in practice, it is often cognitively complex and time …

[PDF][PDF] The value of information in automated negotiation: A decision model for eliciting user preferences

T Baarslag, M Kaisers - Proceedings of the 16th conference on …, 2017 - homepages.cwi.nl
Consider an agent that can autonomously negotiate and coordinate with others in our stead,
to reach outcomes and agreements in our interest. Such automated negotiation agents are …

Usability guidelines for product recommenders based on example critiquing research

P Pu, B Faltings, L Chen, J Zhang… - Recommender systems …, 2011 - Springer
Over the past decade, our group has developed a suite of decision tools based on example
critiquing to help users find their preferred products in e-commerce environments. In this …

A multi-objective supplier selection framework based on user-preferences

F Toffano, M Garraffa, Y Lin, S Prestwich… - Annals of Operations …, 2022 - Springer
This paper introduces an interactive framework to guide decision-makers in a multi-criteria
supplier selection process. State-of-the-art multi-criteria methods for supplier selection elicit …

Evaluating example-based search tools

PHZ Pu, P Kumar - Proceedings of the 5th ACM Conference on …, 2004 - dl.acm.org
A crucial element in consumer electronic commerce is a catalog tool that not only finds the
product for the user, but also convinces him that he has made the best choice. To do that, it …

Preference elicitation in prioritized skyline queries

D Mindolin, J Chomicki - The VLDB Journal, 2011 - Springer
Preference queries incorporate the notion of binary preference relation into relational
database querying. Instead of returning all the answers, such queries return only the best …