房毅宪(1981-),男,教授,山东诸城人,中共党员,博士研究生学历,管理学博士学位,毕业于山东师范大学,专业为管理科学与工业工程。
研究方向:机器学习、智慧医疗、大数据分析、图像处理、多模态学习等。
主讲课程:《机器学习》、《人工智能与数据挖掘》、《数据可视化》、《线性代数》等。
主要科研成果
学术论文:
1.Yixian Fang*, Yuwei Ren, Supervised discrete cross-modal hashing based on kernel
discriminant analysis, Pattern Recognition, 2020, 98, 107062(1-15). SCI一区Top, CCF期刊
2.Yixian Fang, Yuwei Ren* and Ju H. Park*, Semantic-enhanced discrete matrix factorization hashing for heterogeneous modal matching, Knowledge-Based Systems, 2020, 192: 10538. SCI一区Top, CCF期刊
3.Yixian Fang*; Bin Li; Xiaozhou Li; Yuwei Ren*; Unsupervised cross-modal similarity via latent structure discrete hashing factorization, Knowledge-Based Systems, 2021, 218: 106857. SCI一区Top, CCF期刊
4.Yixian Fang; Huaxiang Zhang*; Yuwei Ren*; Unsupervised cross-modal retrieval via multi-modal graph regularized smooth matrix factorization hashing, Knowledge-Based Systems, 2019,171: 69-80. SCI一区Top, CCF期刊
5.Yixian Fang, Yuwei Ren*, Huaxiang Zhang*. Semantic Convex Matrix Factorization for Cross-media Retrieval, IET image processing, 2019, 13(1), 196-205. SCI三区,CCF期刊
6.Yixian Fang, Huaxiang Zhang*, Yuwei Ren. Graph Regularized Sparse Nonnegative Matrix Factorization for Imagery De-noising, IET computer vision, 2018, 12(4), 466-475. SCI四区,CCF期刊
7.Yuwei Ren*, Yixian Fang, Aiping Wang, Huaxiang Zhang and Hong Wang, Collaborative operational fault tolerant control for stochastic distribution control system, Automatica, 98, 2018, 141-149. SCI二区Top,CCF期刊
8. Yuwei Ren*, Yixian Fang, Lina Yao and Huaxiang Zhang, Collaborative fault tolerant control for Non-Gaussian stochastic distribution systems based on adaptive control strategy, Asian Journal of Control, 2019, 21(2), 1-12. SCI三区
9.Yuwei Ren*, Yixian Fang and Lili Meng, Distributed fault tolerant control for interconnected stochastic distribution control system with unknown couplings, 2017 Chinese Automation Congress (CAC), 2017, 1798 - 1802. EI会议
10.Ying Li, Yixian Fang, Huaxiang Zhang*, Bin Hu*: Self-Weighting Grading Biomarker Based on Graph-Guided Information Propagation for the Prediction of Mild Cognitive Impairment Conversion, IEEE Access, 2019, 7: 116632-116642. SCI三区
11.Meijia Zhang, Huaxiang Zhang*, Junzheng Li, Li Wang, Yixian Fang, Jiande Sun: Supervised graph regularization based cross media retrieval with intra and inter-class correlation, Journal of Visual Communication and Image Representation, 2019, 58: 1-11. SCI三区
12.Meijia Zhang, Huaxiang Zhang*, Junzheng Li, Yixian Fang, Li Wang, Fei Shang: Multi-modal graph regularization based class center discriminant analysis for cross modal retrieval, Multimedia Tools and Applications, 2019, 78(19): 28285-28307. SCI四区
13.Yixian Fang*, Baowen Wang, Yongmao Wang: The stock index forecast based on dynamic recurrent neural network trained with GA, PACLIC, 2006: 319-323. EI会议
14.Yidan Sun, Yu Gao, Yixian Fang*, Yuwei Ren: Semi-discrete matrix factorization for cross-modal hashing, 2020 International Conference on Artificial Intelligence and Computer Engineering (ICAICE), 2020: 285-291. EI会议
15.Li Wei, Li Bin*, Guo Hongli, Fang Yixian, Qiao Fengjuan, Zhou Shuwang: The ECG signal classification based on ensemble learning of PSO-ELM algorithm, Neural Network World, 2020, 30(4), 265-279. SCI四区
16.Yuwei Ren, Yixian Fang, Ju H. Park*, An adaptive neural network collaborative fault-tolerant controller design for non-Gaussian interconnected systems, International Journal of Systems Science, 2021, 55(13): 2763-2776. SCI四区
17.Li Qi, Xiaoyun Yi, Lina Yao, Yixian Fang*, Yuwei Ren*, Quality-related process monitoring based on improved kernel principal component regression, IEEE Access, doi: 10.1109/ACCESS.2021.3115351. SCI三区
18.Ying Li, Yixian Fang, Jiankun Wang, Huaxiang Zhang* and Bin Hu*, Biomarker extraction based on subspace learning for the prediction of mild cognitive impairment conversion, BioMed Research International, Volume 2021, Article ID 5531940, SCI四区
19.房毅宪, 王宝文, 王永茂. 基于遗传算法的动态递归网络的股价预测[J]. 燕山大学学报, 2007.
20.马跃超, 任玉伟, 房毅宪. 二环链系统的稳定性和能控性[J]. 数学理论与应用, 2006, 26(3): 4.
21.高钰, 李彬, 房毅宪. 基于语义对称分解哈希的快速ECG信号检测[J]. 齐鲁工业大学学报, 2021, 35(5): 6.
发明专利:
1.基于动态反馈控制的随机分布互联系统协作容错控制方法, 2021-01-08, 中国, ZL 2018 1 0415044.9
主持、参与的课题:
1.2022年-2025年,基于ECG弱特征凸显的语义哈希表示研究,山东省自然科学基金面上项目,主持
2.2018年-2022年, 基于局部语义关联及判别分析的跨模态数据检索,国家自然科学基金面上项目,参与
3.2018年-2022年,教育部产学合作协同育人项目,共3项,主持
4.2022年-2025年,动态非结构环境中四足机器人自主稳定运动控制方法研究及应用, 省山东省自然科学基金面上项目,参与
5.2019年-2022年,机器人智能环境感知与自主学习算法研究及应用,山东省教育厅课题,参与
6.2019年-2020年,基于Linux内核的操作系统自动评测,横向课题,参与
7.2019年-2021年,四足机器人基本步态运动控制软件开发,横向课题,参与
8.2019年-2022年,心电图波形特征提取与识别方法研究,横向课题,参与
主要奖励和成果:
2019年至今,指导学生参加山东省大学生数学竞赛、“华为杯”中国研究生数学建模竞赛,获省一等奖1项、全国二等奖1项、全国三等奖1项.