基本情況
文益民,男,1969年10月生,中共黨員,教授,工學(xué)博士,博士生導(dǎo)師,中國(guó)計(jì)算機(jī)學(xué)會(huì)杰出會(huì)員、中國(guó)人工智能學(xué)會(huì)高級(jí)會(huì)員、中國(guó)計(jì)算機(jī)學(xué)會(huì)理事,湖南益陽(yáng)人,現(xiàn)任五邑大學(xué)電子與信息工程學(xué)院專(zhuān)任教師。
聯(lián)系方式
? 地址:廣東省江門(mén)市蓬江區(qū)東成村22號(hào) 五邑大學(xué) 電子與信息工程學(xué)院
? 郵編:529020
? 郵箱:[email protected]
? 電話(huà):18007739486
工作經(jīng)歷
? 2025年1月至今,五邑大學(xué),電子與信息工程學(xué)院,碩士生導(dǎo)師
? 2019年12月至今,桂林電子科技大學(xué),計(jì)算機(jī)與信息安全學(xué)院,博士生導(dǎo)師
? 2010年10月至2024年12月,桂林電子科技大學(xué),計(jì)算機(jī)與信息安全學(xué)院,教師
? 2007年9月至2009年8月,湖南大學(xué),控制科學(xué)與工程,博士后
教育及學(xué)習(xí)經(jīng)歷
? 1997年9月-2000年4月,北京航空航天大學(xué)理學(xué)院,碩士
? 2003年3月-2007年6月,上海交通大學(xué)計(jì)算機(jī)系,博士
主要研究方向
遷移學(xué)習(xí)、域適應(yīng)學(xué)習(xí)、機(jī)器退學(xué)、腦電信號(hào)處理與分析、模式識(shí)別與目標(biāo)檢測(cè)等。
科研項(xiàng)目
? 國(guó)家自然科學(xué)基金地區(qū)基金項(xiàng)目——面向標(biāo)記延時(shí)動(dòng)態(tài)數(shù)據(jù)流分類(lèi)的終身機(jī)器學(xué)習(xí)模型研究(課題編號(hào):62366011,2024),主持,在研
? 國(guó)家自然科學(xué)基金地區(qū)基金項(xiàng)目——數(shù)據(jù)流半監(jiān)督分類(lèi)中的半監(jiān)督遷移學(xué)習(xí)研究(課題編號(hào):61866007,2019),主持,已結(jié)題
? 國(guó)家自然科學(xué)基金地區(qū)基金項(xiàng)目——基于多任務(wù)學(xué)習(xí)的復(fù)雜概念漂移數(shù)據(jù)流分類(lèi)研究(課題批準(zhǔn)號(hào):61363029,2014),主持,已結(jié)題
發(fā)表學(xué)術(shù)論文
? Yimin Wen, Xingzhi Zhou, Xiang Liu, et al., Unlearning recently learned data to preserve historical learning for dynamic data stream classification[J]. Chinese Journal of Electronics, DOI: 10.23919/cje.2024.00.219.
? Yimin Wen, Xiang Liu, Hang Yu. Adaptive tree-like Neural Network: Overcoming Catastrophic Forgetting to Classify Streaming Data with Concept Drifts[J]. Knowledge-Based Systems, 2024, 293:111636. https://doi.org/10.1016/j.knosys.2024.111636.
? 文益民, 員喆, 余航. 一種新的半監(jiān)督歸納遷移學(xué)習(xí)框架:Co-Transfer[J]. 計(jì)算機(jī)研究與發(fā)展,2023,60(7):1603-1614,DOI:10.7544/issn1000-1239.20220232.
? 文益民,劉帥,繆裕青,易新河,劉長(zhǎng)杰.概念漂移數(shù)據(jù)流半監(jiān)督分類(lèi)綜述[J].軟件學(xué)報(bào), 2022,33(4):1287?1314. DOI:10.13328/j.cnki.jos.006476 Yimin Wen, Shuai Liu, Xinhe Yi, Yuqin Miao, Changjie Liu, Survey on Semi-supervised Classification of Data Streams with Concept Drifts[J], Ruan Jian Xue Bao/Journal of Software, 2022,34(4): 1287?1314 DOI:10.13328/j.cnki.jos.006476(In Chinese).
? Yimin Wen#, Haiyang Yi, Zhihang Fan, Zhu Xu, Yun Xue, and Yujian Li. Gallery-Sensitive Single Sample Face Recognition Based on Domain Adaptation[J]. Neurocomputing, 2021,458(11): 626-638. DOI:10.1016/j.neucom.2020.06.136.
? Yimin Wen#,Shuai Liu. Semi-supervised classification of data streams by BIRCH ensemble and local structure mapping[J]. Journal of Computer Science and Technology,2020,35(2):295-304. DOI: 10.1007/s11390-020-9999-y.
? Yimin Wen#, Ye Tian, Boxi Wen, et al. Consideration of the Local Correlation of Learning Behaviors to Predict Dropouts from MOOCs[J]. Tsinghua Science and Technology, 2020,25(3):336-347. DOI: 10.26599/TST.2019.9010013.
? Yimin Wen#, Yixiu Qin, Keke Qin, et al. Online Transfer Learning with Multiple Decision Trees[J]. International Journal of Machine Learning and Cybernetics. 2019,10(10): 2941–2962. DOI:10.1007/s13042-019-00998-3.
? 唐詩(shī)淇,文益民#,秦一休. 一種基于局部分類(lèi)精度的多源在線(xiàn)遷移學(xué)習(xí)算法[J].軟件學(xué)報(bào),2017,28(11): 2940-2960 Tang SQ, Wen YM, Qin YX. Online transfer learning from multiple sources based on local classification accuracy. Ruan Jian Xue Bao/Journal of Software, 2017,28(11):2940?2960 (in Chinese).
? 文益民#,唐詩(shī)淇,馮超,高凱. 基于在線(xiàn)遷移學(xué)習(xí)的重現(xiàn)概念漂移數(shù)據(jù)流分類(lèi)[J].計(jì)算機(jī)研究與發(fā)展,2016,53(8):1781-1791(EI收錄)Wen Yimin, Tang Shiqi, Feng Chao,Gao Kai. Online Transfer Learning for Mining Recurring Concept in Data Stream Classification. Journal of Computer Research and Development, 2016, 53(8): 1781-1791
? Chenzhong Bina, Wenqiang Liua, Hantao Ding, Yimin Wen, Amulti-view heterogeneous knowledge learning method for personalized POI recommendation[J]. Journal of Intelligent & Fuzzy Systems, 2024, 46(4) 7763–7777
? Chenzhong Bin, Weiliang Li, Fangjian Wu, Liang Chang, Yimin Wen. Multi-behavior based Graph Contrastive Learning Recommendation[J]. Knowledge and Information Systems, 2024, 66(6): 3477-3496 https://doi.org/10.1007/s10115-024-02064-z
? Hang Yu, Weixu Liu, Jie Lu, Yimin Wen, Xiangfeng Luo, Guangquan Zhang. Detecting Group Concept Drift from Multiple Data Streams[J]. Pattern Recognition, 2023, 134:109113. DOI:10.1016/j.patcog.2022.109113
? Hang Yu, Qingyong Zhang, Tianyu Liu, Jie Lu, Yimin Wen, Guangquan Zhang. Meta-ADD: A meta-learning based pre-trained model for concept drift active detection[J]. Information Sciences, 2022,608:996-1009. DOI: 10.1016/j.ins.2022.07.022
? Qianjin Wei#, Yongheng Qiu, Yimin Wen. Cluster-based spatiotemporal dual self-adaptive network for short-term subway passenger flow forecasting[J], Applied Intelligence, 2022, 52(12):14137–14152. DOI:10.1007/s10489-022-03305-w
? 危前進(jìn), 魏繼鵬, 古天龍, 常亮, 文益民. 基于云計(jì)算和蟻群優(yōu)化的多目標(biāo)并行屬性約簡(jiǎn)法[J], 軟件學(xué)報(bào), 2022, 33(07): 2599-2617. DOI:10.13328/j.cnki.jos.006286
? Wei Qianjin#, Wang Chengxian, Wen Yimin. Minimum attribute reduction algorithm based on quick extraction and multi-strategy social spider optimization[J], Journal of Intelligent & Fuzzy Systems, 2021, 40(6): 12023-12038. DOI: 10.3233/JIFS-210133
? Guoyong Cai, Guangrui Lyu, Yuming Lin, Yimin Wen, Multi-level Deep Correlative Networks for Multi-modal Sentiment Analysis[J]. Chinese Journal of Electronics, 2020,29(6):1025-1038 DOI: 10.1049/cje.2020.09.003
? Pingshan Liu, Yaqing Fan, Xiaoyi Xiong, Yimin Wen and Dianjie Lu, MOPSO-based Data Scheduling Scheme for P2P Streaming Systems[J]. KSII Transactions on Internet and Information Systems[J],2019,13(10):5013-5034,DOI:10.3837/tiis.2019.10.011.
? Zhi Xu, Guoyong Cai,Yimin Wen, etal. Image set-based classification using collaborative exemplars representation[J]. Signal, Image and Video Processing, 2018,12(4): 607-615. DOI: 10.1007/s11760-017-1198-0.
? Yun Xue#, Yimin Wen, Zhongman Duan, Wei Zhang, Fenliang Liu, Retrieval of Chlorophyll a Concentration in Water Considering High Concentration Samples and Spectral Absorption Characteristics[J]. Sustainability,2021,13(21): 12144. DOI:10.3390/su132112144
? Yun Xue, Lei Zhu, Bin Zou#, Yimin Wen, Yuehong Long,Songlin Zhou. Research on Inversion Mechanism of Chlorophyll—A Concentration in Water Bodies Using a Convolutional Neural Network Model[J].Water, 2021, 13(5) :664. DOI:10.3390/w13050664
? Yun Xue, Bin Zou#, Yimin Wen, Yulong Tu. Hyperspectral inversion of chromium content in soil by support vector machine combined with lab and field spectrum [J]. Sustainability, 2020, 12(11):1-16 DOI:10.3390/su12114441.
? Kai Gao, Jiahao Zhou, Yunxian Chi, Yimin Wen. TourismNER: A Tourism Named Entity Recognition method based on entity boundary joint prediction[J]. Intelligent Systems with Applications, 2025,200475, https://doi.org/10.1016/j.iswa.2025.200475.
申請(qǐng)及授權(quán)專(zhuān)利
? 文益民、李永杰,基于視覺(jué)特征與文本特征多層次交互的圖像描述生成方法及裝置,申請(qǐng)?zhí)枺?/span>202411544206.0, 申請(qǐng)日:2024.10.31
? 文益民、蔣理玉, 融合邊緣信息與文本增強(qiáng)的越南語(yǔ)場(chǎng)景文本檢測(cè)方法及裝置,申請(qǐng)?zhí)?/span>202410861066.3,公開(kāi)號(hào):申請(qǐng)日:2024.06.28
? 文益民、楊璐,一種融合物體位置關(guān)系的圖像描述方法及裝置,申請(qǐng)?zhí)?/span>2023113455409,公開(kāi)號(hào):申請(qǐng)日:2023 -10 -17
? 文益民、康博,一種基于抽象關(guān)系場(chǎng)景圖的圖像情感識(shí)別方法,申請(qǐng)?zhí)?/span>202310212071.7,公開(kāi)號(hào):CN116168252A 申請(qǐng)日:2023-03-07
? 文益民、王利兵,一種基于邊緣注意力引導(dǎo)的越南場(chǎng)景文字檢測(cè)方法,申請(qǐng)?zhí)?/span>202210628050.9, 公開(kāi)號(hào):CN114898372A, 申請(qǐng)日:2022.06.06
? 文益民,一種基于改進(jìn)DAN的越南場(chǎng)景文字識(shí)別方法,申請(qǐng)?zhí)?/span>202210206849.9,公開(kāi)號(hào):CN114612906A,申請(qǐng)日:2022-03-04
聯(lián)系我們
通訊地址:廣東省江門(mén)市蓬江區(qū)迎賓大道中99號(hào)香港臺(tái)山商會(huì)大樓508室
聯(lián)系電話(huà):0750-3299709
電子郵箱:[email protected]