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30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。
联系方式：jiahao218@126.com
主要科研成果
论文（部分）：
Yixian Fang, Shilin Zhang, Ren Yuwei, Semantic ECG hash similarity graph.Sci. Rep., 2025,15(7): 12345-12356.
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.
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.
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.
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.
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.
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.
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.
Shilin Zhang, Yixian Fang, Yuwei Ren, ECG autoencoder based on low-rank attention,Sci. Rep., 2024, 14: 12823.
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.
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.
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.
Yixian Fang, Bin Li, Xiaozhou Li, Yuwei Ren, Unsupervised cross-modal similarity via Latent Structure Discrete Hashing Factorization.Knowl. Based Syst., 2021,218: 106857.
Yixian Fang, Yuwei Ren, Ju H. Park, Semantic-enhanced discrete matrix factorization hashing for heterogeneous modal matching.Knowl. Based Syst., 2020,192: 105381.
Yixian Fang, Yuwei Ren, Supervised discrete cross-modal hashing based on kernel discriminant analysis,Pattern Recognit.,2020, 98:107062(1-15).
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.
Yixian Fang, Yuwei Ren, Huaxiang Zhang, Semantic convex matrix factorization for cross-media retrieval, IET Image Process., 2019, 13(1): 196-205.
Yixian Fang, Huaxiang Zhang, Yuwei Ren, Graph regularised sparse NMF factorisation for imagery de-noising,IET Comput. Vis., 2018, 12(4): 466-475.
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.
专利：
一种ECG感知信号编码方法及系统, 2025-09-30, ZL 2023 1 0640486.4
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
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
项目：
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
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
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
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
