目前主要研究方向为机器学习、数据挖掘、模式识别、自然语言处理等。 已发表国际国内期刊、会议文章60余篇,出版著作2本。
近几年部分代表文章:
----------会议论文
- Yunan Lu (博士生), Weiwei Li, Xiuyi Jia. Label enhancement via joint implicit representation clustering. IJCAI 2023. (CCF A)
- Yunan Lu (博士生), Liang He (硕士生), Fan Min, Weiwei Li, Xiuyi Jia. Generative label enhancement with Gaussian mixture and partial ranking. AAAI 2023. (CCF A)
- Yunan Lu (博士生), Xiuyi Jia. Predicting label distribution from multi-label ranking. NeurIPS 2022. (CCF A)
- Zhuoran Zheng (博士生), Wenqi Ren, Xiaochun Cao, Tao Wang, Xiuyi Jia. UHD image HDR reconstruction via collaborative bilateral learning. ICCV 2021. (CCF A)
- Zhuoran Zheng (博士生), Wenqi Ren, Xiaochun Cao, Xiaobin Hu, Tao Wang, Fenglong Song, Xiuyi Jia. Ultra-high-definition image dehazing via multi-guided bilateral learning. CVPR 2021. (CCF A)
- Fangwen Zhang (硕士生), Xiuyi Jia, Weiwei Li. Tensor-based multi-view label enhancement for multi-label learning. IJCAI 2020. (CCF A)
- Wenfang Zhu (硕士生), Xiuyi Jia, Weiwei Li. Previledged label enhancement with multi-label learning. IJCAI 2020. (CCF A)
- Tingting Ren (硕士生), Xiuyi Jia, Weiwei Li, Lei Chen, Zechao Li. Label distribution learning with label-specific features. IJCAI 2019. (CCF A)
- Tingting Ren (硕士生), Xiuyi Jia, Weiwei Li, Shu Zhao. Label distribution learning with label correlations via low-rank approximation. IJCAI 2019. (CCF A)
- Xiuyi Jia, Xiang Zheng (硕士生), Weiwei Li, Changqing Zhang, Zechao Li. Facial emotion distribution learning by exploiting low-rank label correlations locally. CVPR 2019. (CCF A)
- Xiuyi Jia, Weiwei Li, Junyu Liu (硕士生), Yu Zhang. Label distribution learning by exploiting label correlations. AAAI 2018. (CCF A)
- Xiang Zheng (硕士生), Xiuyi Jia, Weiwei Li. Label distribution learning by exploiting sample correlations locally. AAAI 2018. (CCF A)
----------期刊论文
- Yunan Lu (博士生), Weiwei Li, Huaxiong Li, Xiuyi Jia. Predicting label distribution from tie-allowed multi-label ranking. IEEE Transactions on Pattern Analysis and Machine Intelligence. In Press. (CCF A)
- Wentao Fan, Chao Zhang, Huaxiong Li, Xiuyi Jia, Guoyin Wang. Three-stage semi-supervised cross-modal hashing with pairwise relations exploitation. IEEE Transactions on Neural Networks and Learning Systems. In Press. (CCF B)
- Xiuyi Jia, Tian Qin (硕士生), Yunan Lu (博士生), Weiwei Li. Adaptive weighted ranking-oriented label distribution learning. IEEE Transactions on Neural Networks and Learning Systems. In Press. (CCF B)
- Kaiyi Luo, Chao Zhang, Huaxiong Li, Xiuyi Jia, Chunlin Chen. Adaptive marginalized semantic hashing for unpaired cross-modal retrieval. IEEE Transactions on Multimedia. In Press. (CCF B)
- Chao Zhang, Huaxiong Li, Caihua Chen, Xiuyi Jia, Chunlin Chen. Low-rank tensor regularized views recovery for incomplete multiview clustering. IEEE Transactions on Neural Networks and Learning Systems. In Press. (CCF B)
- Huaxiong Li, Chao Zhang, Xiuyi Jia, Yang Gao, Chunlin Chen. Adaptive label correlation based asymmetric discrete hashing for cross-modal retrieval. IEEE Transactions on Knowledge and Data Engineering. 2023. (CCF A)
- Xiuyi Jia, Xiaoxia Shen (硕士生), Weiwei Li, Yunan Lu (博士生), Jihua Zhu. Label distribution learning by maintaining label ranking relation. IEEE Transactions on Knowledge and Data Engineering. 2023. (CCF A)
- Xiuyi Jia, Yunan Lu (博士生), Fangwen Zhang (硕士生). Label enhancement by maintaining positive and negative label relation. IEEE Transactions on Knowledge and Data Engineering. 2023. (CCF A)
- 李伟湋,陈翔,张恒伟 (硕士生),黄志球,贾修一. 一种基于同步语义对齐的异构缺陷预测方法. 软件学报. 2023. (CCF A类中文期刊)
- Qiaowanni Lin (硕士生), Zhuoran Zheng (博士生), Xiuyi Jia. UHD low-light image enhancement via interpretable bilateral learning. Information Sciences. 2022. (CCF B)
- Zhenhua Li, Shuo Zhang, Xinye Cai, Qingfu Zhang, Xiaomin Zhu, Zhun Fan, Xiuyi Jia. Noisy optimization by evaluation strategies with online population size learning. IEEE Transactions on Systems, Man, and Cybernetics: Systems. 2022. (CCF B)
- Xiuyi Jia, Tao Wen (硕士生), Weiping Ding, Huaxiong Li, Weiwei Li. Semi-supervised label distribution learning via projection graph embedding. Information Sciences. 2021. (CCF B)
- Yimeng Zhang (博士生), Xiuyi Jia, Zhenmin Tang. Information-theoretic measures of uncertainty for interval-set decision tables. Information Sciences. 2021. (CCF B)
- Xiuyi Jia, Zechao Li, Xiang Zheng (硕士生), et al. Label distribution learning with label correlations on local samples. IEEE Transactions on Knowledge and Data Engineering. 2021. (CCF A)
- Xinyuan Liu, Jihua Zhu, Zhongyu Li, Zhiqiang Tian, Xiuyi Jia, Lei Chen. Unified framework for learning with label distribution. Information Fusion. 2021. (中科院1区)
- 贾修一, 张文舟 (硕士生), 等. 基于变分自编码器的异构缺陷预测特征表示方法. 软件学报. 2021. (CCF A类中文期刊)
- 朱赛赛 (硕士生), 贾修一, 李泽超. 一种基于全局和局部标记相关性的多标记分类算法. 电子学报. 2020. (CCF A类中文期刊)
- Xiuyi Jia, Saisai Zhu (硕士生), Weiwei Li. Joint label-specific features and correlation information for multi-label learning. Journal of Computer Science and Technology. 2020. (CCF B)
- Xiuyi Jia, Zhao Deng (硕士生), Fan Min, et al. Three-way decisions based feature fusion for Chinese irony detection. International Journal of Approximate Reasoning. 2019. (CCF B)
- Yimeng Zhang (博士生), Xiuyi Jia, Zhenmin Tang, et al. Uncertainty measures for interval set information tables based on interval δ-similarity relation. Information Sciences. 2019. (CCF B)
- Xiuyi Jia, Weiwei Li, Lin Shang. A multiphase cost-sensitive learning method based on the multiclass three-way decision-theoretic rough set model. Information Sciences. 2019. (CCF B)
- 刘军煜 (硕士生), 贾修一. 一种基于关联规则挖掘的多标记分类算法. 软件学报. 2017. (CCF A类中文期刊)