Hua Zuo

Fuzzy Transfer Learning Using an Infinite Gaussian Mixture Model and Active Learning

2018 · IEEE Transactions on Fuzzy Systems

Transfer learning is gaining considerable attention due to its ability to leverage previously acquired knowledge to assist in completing a prediction task in a related domain. Fuzzy transfer learning, which is based on fuzzy system …

Domain Adaptation for Image Segmentation with Category-Guide Classifier

2023

Unsupervised domain adaptation gains remarkable progress in real visual tasks by leveraging the learned knowledge from labeled source domain to solve a similar task from unlabeled target domain by adopting pre-trained large models. Fine-tuning is …

Pareto fronts for privacy-utility trade-offs in multi-query systems

2026 · European Journal of Operational Research

Multi-query systems have become a common paradigm for enabling flexible access to sensitive data. However, their openness introduces privacy risks, most especially from attribute inference attacks (AIAs), where adversaries infer sensitive attributes by analyzing strategically …