個人簡介: 廣東技術師范大學數學與系統學院講師。主要從事機器學習與模式識別、深度學習領域研究,發(fā)表SCI論文10余篇,參與國家自然科學基金面上項目1項,主持省級科研項目一項。 教育背景:2014年獲武漢大學信息與計算科學專業(yè)學士學位,2017年獲中山大學應用統計專業(yè)碩士學位,2020年獲中山大學統計學專業(yè)博士學位。 主講課程:python語言與數據分析、大數據查詢與處理、大數據分析與實踐、應用多元統計分析、統計學選舉、高等代數選講、高等數學等。 研究方向:機器學習與模式識別、深度學習
代表性科研項目: 1.廣東省基礎與應用基礎研究基金項目,廣東省科技廳,基于多尺度相似性度量的深度領域自適應算法與應用,2020/9-2023/9,10萬,主持。
代表性論文: [1] P. F. Ge, C. X. Ren, X. L. Xu, H. Yan, “Unsupervised Domain Adaptation via Deep Conditional Adaptation Network”, Pattern Recognition, vol. 134, 2023. [2] P. F. Ge # , C. X. Ren # , D. Q. Dai, J. S. Feng, S. C. Yan, “Dual Adversarial Autoencoders for Clustering”, IEEE Transactions on Neural Networks and Learning System, vol. 31, no. 4, pp. 1417–1424, 2020. [3] C. X. Ren # , P. F. Ge # , D. Q. Dai, H. Yan, “Learning Kernel for Conditional Moment-Matching Discrepancy-Based Image Classification”, IEEE Transactions on Cybernetics, vol. 51, no. 4, pp. 2006–2018, 2021. [4] C. X. Ren, P. F. Ge, P. Y. Yang, S. C. Yan, “Learning Target Domain Specific Classifier for Partial Domain Adaptation”, IEEE Transactions on Neural Networks and Learning System, vol. 32, no. 5, pp. 1989-2001, 2021. [5] Y.F. Yu, Y. Zhang, L. Chen, P. F. Ge, C.L. Chen, “Multi-Scale Enhanced Features Correlation Filters Learning with Dual Second-Order Difference for UAV Tracking”, IEEE Transactions on Intelligent Vehicles, DOI 10.1109/TIV.2024.3355171 , 2024. [6] C. X. Ren, B. H. Liang, P. F. Ge, Y. M. Zhai, Z. Lei, “Domain Adaptive Person Re-Identification via Camera Style Generation and Label Propagation”, IEEE Transactions on Information Forensics and Security, vol. 15, pp. 1290–1302, 2020. [7] C. X. Ren, J. Z. Li, P. F. Ge, X. L. Xu, “Deep Metric Learning via Subtype Fuzzy Clustering”, Pattern Recognition, vol. 90, pp. 210–219, 2019. [8] Y. W. Luo, C. X. Ren, P. F. Ge, K. K. Huang, Y. F. Yu, “Unsupervised Domain Adaptation via Discriminative Manifold Embedding and Alignment”, in Proceedings of AAAI Conference on Artificial Intelligence (AAAI), 2020, pp. 5029–5036. (oral) [9] M. X. Li, Y. M. Zhai, Y. W. Luo, P. F. Ge, C. X. Ren, “Enhanced Transport Distance for Unsupervised Domain Adaptation”, in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2020, pp. 13936–13944. 辦公郵箱:gepengfei@gpnu.edu.cn
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