3 papers
cs.LG2025
DAPLSR: Data Augmentation Partial Least Squares Regression Model via Manifold Optimization
Haoran Chen, Jiapeng Liu, Jiafan Wang +1
Traditional Partial Least Squares Regression (PLSR) models frequently underperform when handling data characterized by uneven categories. To address the issue, this paper proposes…
stat.AP2025
Integrating Response Time and Attention Duration in Bayesian Preference Learning for Multiple Criteria Decision Aiding
Jiaxuan Jiang, Jiapeng Liu, MiÅosz KadziÅski +2
We introduce a multiple criteria Bayesian preference learning framework incorporating behavioral cues for decision aiding. The framework integrates pairwise comparisons, response t…
cs.LG2025
Preference Construction: A Bayesian Interactive Preference Elicitation Framework Based on Monte Carlo Tree Search
Yan Wang, Jiapeng Liu, Milosz KadziÅski +1
We present a novel preference learning framework to capture participant preferences efficiently within limited interaction rounds. It involves three main contributions. First, we d…