房毅憲，中共黨員，博士，教授，碩士生導師，山東管理學院信息工程學院副院長，山東管理學院職業(yè)健康大數據分析與應用研究中心負責人，電子信息學科學術帶頭人。長期從事數據挖掘與機器學習、智慧醫(yī)療、大數據分析、圖像處理、多模態(tài)學習等人工智能算法研究。近年來發(fā)表高水平論文40余篇，授權國家發(fā)明專利3項，主持國家級、省級科研課題3項，參與課題8項。
主要科研成果
學術論文：
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.
發(fā)明專利：
1.基于動態(tài)反饋控制的隨機分布互聯系統協作容錯控制方法, 2021-01-08, ZL 2018 1 0415044.9
2.一種語義結構圖引導的ECG自編碼方法及系統，2024-11-01，ZL 2024 1 0306801.4
3.一種多視圖的心電圖哈希編碼方法、系統、介質及設備，2025-06-17，ZL 2025 1 0207861.5
主持、參與的課題：
1.2023年-2026年，基于耦合深度哈希的心電低頻信號靈敏檢測研究（62271293）， 國家自然科學基金面上項目，主持
2.2022年-2025年，基于ECG弱特征凸顯的語義哈希表示研究（ZR2021MF035），山東省自然科學基金面上項目，主持
3.2022年-2025年，基于人工智能的文本意圖定位以及語義記憶表征研究（22CYYJ13），山東省社會科學規(guī)劃研究項目，主持
4.2018年-2022年, 基于局部語義關聯及判別分析的跨模態(tài)數據檢索，國家自然科學基金面上項目，參與
5.2018年-2022年，教育部產學合作協同育人項目，共3項，主持
6.2022年-2025年，動態(tài)非結構環(huán)境中四足機器人自主穩(wěn)定運動控制方法研究及應用, 山東省自然科學基金面上項目，參與
7.2024年-2027年，老年人腦健康數智化診斷與干預機制研究（24DSHJ05），山東省社會科學規(guī)劃研究項目，參與
8.2019年-2022年，機器人智能環(huán)境感知與自主學習算法研究及應用，山東省教育廳課題，參與
