房毅宪，中共党员，博士，教授，硕士生导师，山东管理学院信息工程学院副院长，山东管理学院职业健康大数据分析与应用研究中心负责人，电子信息学科学术带头人。长期从事数据挖掘与机器学习、智慧医疗、大数据分析、图像处理、多模态学习等人工智能算法研究。近年来发表高水平论文40余篇，授权国家发明专利3项，主持国家级、省级科研课题3项，参与课题8项。
主要科研成果
学术论文：
1.Yixian Fang, Shilin Zhang, Ren Yuwei, Semantic ECG hash similarity graph. Sci. Rep., 2025,15(7): 12345-12356.
2.Yixian Fang, Canwei Wang, Jinghui Li, Ren Yuwei, Multi-view electrocardiogram hash coding, 2025 6th International Conference on Computer Vision, Image and Deep Learning (CVIDL), 2025: 867-871.
3.Chaolu Liu, Yuwei Ren, Yixian Fang, Multi-lag latent variable models for industrial process monitoring in dynamic and static states. Neural Comput. Appl., 2025,37(5): 3621-3639.
4.Haoran Wang, Yuwei Ren, Yixian Fang, An optimal attack strategy based on adversary-modified historical innovations. IEEE Internet Things J., 2024,11(20): 33337-33345.
5.Xiaoyun Yi, Yuwei Ren, Yixian Fang, Ping Zhao, Ben Niu,States estimation and resilient control for non-Gaussian stochastic distribution control system under sensor attacks. J. Frankl. Inst., 2024,361(1): 60-70.
6.Yalin Li, Yixian Fang, Xiuxiu Ren, Leiting Gao, EEG-based depression recognition using feature selection method with fuzzy label. J. King Saud Univ. Comput. Inf. Sci., 2024,36(3): 102004.
7.Yixian Fang, Canwei Wang, Yuwei Ren, Fangzhou Xu,ECG signal fusion reconstruction via hash autoencoder and margin semantic reinforcement. J. King Saud Univ. Comput. Inf. Sci., 2024,36(7): 102124.
8.Yixian Fang, Yuwei Ren, Deep ridge regression with anchor graph, 2024 6th International Conference on Frontier Technologies of Information and Computer (ICFTIC), 2024:1075-1082.
9.Shilin Zhang, Yixian Fang, Yuwei Ren, ECG autoencoder based on low-rank attention, Sci. Rep., 2024, 14: 12823.
10.Li Qi, Yuwei Ren, Yixian Fang, Jinglin Zhou,Two-view LSTM variational auto-encoder for fault detection and diagnosis in multivariable manufacturing processes. Neural Comput. Appl., 2023,35(29): 22007-22026.
11.Li Qi, Xiaoyun Yi, Lina Yao, Yixian Fang, Yuwei Ren, Quality-related process monitoring based on improved kernel principal component regression. IEEE Access, 2021,9: 132733-132745.
12.Yuwei Ren, Yixian Fang, Ju H. Park, An adaptive neural network collaborative fault-tolerant controller design for non-Gaussian interconnected systems. Int. J. Syst. Sci., 2021,52(13): 2763-2776.
13.Yixian Fang, Bin Li, Xiaozhou Li, Yuwei Ren, Unsupervised cross-modal similarity via Latent Structure Discrete Hashing Factorization. Knowl. Based Syst., 2021,218: 106857.
14.Yixian Fang, Yuwei Ren, Ju H. Park, Semantic-enhanced discrete matrix factorization hashing for heterogeneous modal matching. Knowl. Based Syst., 2020,192: 105381.
15.Yixian Fang, Yuwei Ren, Supervised discrete cross-modal hashing based on kernel discriminant analysis, Pattern Recognit., 2020, 98:107062(1-15).
16.Yixian Fang, Huaxiang Zhang, Yuwei Ren, Unsupervised cross-modal retrieval via multi-modal graph regularized smooth matrix factorization hashing, Knowl. Based Syst., 2019,171: 69-80.
17.Yixian Fang, Yuwei Ren, Huaxiang Zhang, Semantic convex matrix factorization for cross-media retrieval, IET Image Process., 2019, 13(1): 196-205.
18.Yixian Fang, Huaxiang Zhang, Yuwei Ren, Graph regularised sparse NMF factorisation for imagery de-noising, IET Comput. Vis., 2018, 12(4): 466-475.
19.Yuwei Ren, Yixian Fang, Aiping Wang, Huaxiang Zhang, Hong Wang, Collaborative operational fault tolerant control for stochastic distribution control system. Autom., 2018,98: 141-149.
20.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.
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, ZL 2018 1 0415044.9
2.一种语义结构图引导的ECG自编码方法及系统，2024-11-01，ZL 2024 1 0306801.4
3.一种多视图的心电图哈希编码方法、系统、介质及设备，2025-06-17，ZL 2025 1 0207861.5
主持、参与的课题：
1.2023年-2026年，基于耦合深度哈希的心电低频信号灵敏检测研究（62271293）， 国家自然科学基金面上项目，主持
2.2022年-2025年，基于ECG弱特征凸显的语义哈希表示研究（ZR2021MF035），山东省自然科学基金面上项目，主持
3.2022年-2025年，基于人工智能的文本意图定位以及语义记忆表征研究（22CYYJ13），山东省社会科学规划研究项目，主持
4.2018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
5.2018年-2022年，教育部产学合作协同育人项目，共3项，主持
6.2022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, 山东省自然科学基金面上项目，参与
7.2024年-2027年，老年人脑健康数智化诊断与干预机制研究（24DSHJ05），山东省社会科学规划研究项目，参与
8.2019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
