
n 个人简介:刘景华,女,博士,副教授,硕士生导师,计算机科学与技术系副主任。先后入选福建省高层次人才,厦门市高层次人才,泉州市高层次人才。现为中国人工智能学会知识工程与分布智能专委会委员,中国人工智能学会粒计算与知识发现专业委员会委员,福建省人工智能学会理事,CCF YOCSEF厦门分会委员、以及CCF高级会员。近年来,一直专注于机器学习、数据挖掘、以及粒计算理论及应用等方面的研究,主持国家级、省部级科研项目多项,已在国内外知名期刊和会议上(IEEE Transactions on Fuzzy Systems、ACM Transactions on Knowledge Discovery from Data、Pattern Recognition、Knowledge-Based Systems、ECCV和《电子学报》等)发表论文50余篇,其中SCI收录40余篇,ESI高被引2篇,谷歌学术总引用近1800次。2020-2022年度获得华侨大学“学生最喜欢的教师”荣誉。
n 研究方向:多标记学习,偏标记学习,标记分布学习,特征选择,在线知识发现,粒计算理论及其应用。
n 近期论文:
[1] Jinghua Liu, Yaojin Lin*, Weiping Ding*, Hongbo Zhang, Jixiang Du. Fuzzy mutual information-based multi-label feature selection with label dependency and streaming labels [J]. IEEE Transactions on Fuzzy Systems, 2023, 31: 77-89.( SCI一区,Top期刊,影响因子12.253,ESI 高被引)
[2] Jinghua Liu, Wei Wei, Yaojin Lin, Lijie Yang, Hongbo Zhang. Learning implicit labeling-importance and label correlation for multi-label feature selection with streaming labels[J]. Pattern Recognition, 2024, 147: 110081.(SCI一区,Top期刊,影响因子8.0)
[3] Jinghua Liu, Yaojin Lin*, Yuwen Li, Wei Weng, Shunxiang Wu*. Online multi-label streaming feature selection based on neighborhood rough set [J]. Pattern Recognition, 2018, 84: 273-287.(SCI一区,Top期刊,获第十四届福建省自然科学优秀学术论文一等奖)
[4] Jinghua Liu*, Yaojin Lin, Jixiang Du, Hongbo Zhang, Ziyi Chen, Jia Zhang*. ASFS: A novel streaming feature selection for multi-label data based on neighborhood rough set [J]. Applied Intelligence, 2023, 53(1): 1707-1724.(SCI二区)
[5] Jinghua Liu, Yaojin Lin*, Weiping Ding*, Hongbo Zhang, Cheng Wang, Jixiang Du, Multi-label feature selection based on label distribution and neighborhood rough set [J]. Neurocomputing, 2023, 524: 142-157. (SCI二区,Top期刊)
[6] Jinghua Liu, Songwei Yang, Yaojin Lin, Chenxi Wang, Cheng Wang, Jixiang Du. Multi-label feature selection via joint label enhancement and pairwise label correlations[J]. International Journal of Machine Learning and Cybernetics,2023, 1-22.
[7] Jinghua Liu, Yaojin Lin*, Shunxiang Wu, Chenxi Wang. Online multi-label group feature selection [J]. Knowledge-Based Systems, 2018, 143: 42-57.(SCI一区,Top期刊)
[8] Jinghua Liu, Yuwen Li, Weng Wei, Jia Zhang, Baihua Chen, Shunxiang Wu*, Feature selection for multi-label learning with streaming label [J]. Neurocomputing, 2020, 387: 268-278. (SCI二区,Top期刊)
[9] Jinghua Liu, Yaojin Lin*, Menglei Lin, Shunxiang Wu, Jia Zhang. Feature selection based on quality of information [J]. Neurocomputing, 2017, 225: 11-22. (SCI二区,Top期刊)
[10] Yuling Fan, Jinghua Liu*, Wei Weng, Baihua Chen, Yannan Chen, Shunxiang Wu*. Multi-label feature selection with constraint regression and adaptive spectral graph [J]. Knowledge-Based Systems, 2021, doi: 10.1016/j.patcog.2021.108169.(SCI一区,Top期刊)
n 主持项目:
1、面向特征变化数据的分类建模与可解释性研究(62306121),国家自然科学基金青年项目,2024/01-2026/12,主持、在研
2、开放动态环境下的特征选择与分类学习方法研究(ZQN-1115),中青年教师科技创新资助计划项目,2023/05-2027/04, 主持、在研
3、联合流标记和标记关系的多标记学习算法研究(2022J01317),福建省自然科学基金面上项目,2022/03-2025/03,主持、在研
4、面向多标记数据的流特征选择算法研究,华侨大学人才引进科研启动项目,2020/09-2023/09,主持、已结题
5、基于粒计算的在线多标记特征选择算法研究(D202001), 数据科学与智能应用福建省高校重点实验室开放课题(D202001),2020/10-2022/10,主持、已结题
个人主页:https://faculty.hqu.edu.cn/LJH12345678910/zh_CN/index.htm