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文贵华 Gui-hua Wen
博导,教授,机器学习与数据挖掘实验室负责人

Mail:广州大学城华南理工大学计算机科学与工程学院 510006     Office:B3-509
Email: crghwen@scut.edu.cn          URL:http://www.hgml.cn/
Tel: (+86)20-39380286 -3509          Fax:

English
个人简介

文贵华,男,教授,博士生导师。华南理工大学机器学习与数据挖掘实验室主、广东省人工智能中医工程技术研究中心主任。目前是政府科技部门、国家自然科学基金、国家科技进步奖等评审专家。主持多项国家自然科学基金、广东省重点领域研究计划项目、广州市产学研重大项目等。主要研究方向:认知计算,机器学习,神经网络,数据挖掘,及其它们在智能医疗中的应用。


提出了认知几何方法,创造性机器学习方法,分阶段学习方法,内成像神经网络等新方法,研究成果分别发表在IEEE Traction on cybernetics、IEEE Transaction on Multimedia、Pattern Recognition等JCR 1区期刊。近三年共发表SCI论文17篇,授权发明专利11件。目前还与英国南安普顿大学副校长,英国两院院士,曾任ACM主席的Dame Wendy Hall签署了校际协议,组建了知识图谱及其医疗应用的国际化研究团队。


联合企业研究人工智能新方法的创新应用:情感情识别和智能中医,研制了智能中医机器人平台、智能中医体质辨识机器人、智能中医诊疗机器人等领航产品。


研究兴趣: 机器学习、数据挖掘、情感识别、智慧中医
讲授课程:人工智能

近年主持项目:

[1] 广东省重点领域研发计划项目,基于复杂感知和深度学习的中医诊疗康复设备研发,2020-2023

[2] 人工智能大数据中医望诊关键技术及平台研发,广州市产学研协同创新重大专项(201803010088), 2018-2020

[3] 文贵华主持,国家自然科学基金面上项目,格式塔规律的几何推理关键技术研究(61273363),2013-2016

[4] 国家自然科学基金面上项目,基于认知规律几何化的流形学习(60973083),2010-2012。

[5] 广东省公益研究与能力建设专项资金,老年人情绪视频监控系统研发(2014A010103009) 2015-2016。

[6] 广东省公益研究与能力建设专项资金,大数据特定人群识别关键技术研发(2015A020217002)2016-2017

[7] 广州市产学研协同创新重大专项,大数据体质辨识关键技术及移动应用研发(201604020179),2016-2017



近期代表论文

[1] Guihua Wen, Tianyuan Chang, Huihui Li, Dynamic objectives learning for facial expression recognition, IEEE transaction on multimedia(JCR 1区), 2020 DOI:10.1109/TMM.2020.2966858

[2] Yang Hu, Guihua Wen*, Mingnan Luo, Dan Dai, Wenming Cao, Zhiwen Yu, Wendy Hall ,Inner-Imaging Networks: Put Lenses into Convolutional Structure, IEEE Transactions on Cybernetics(JCR 1区), 2020

[3] Xu, Yingxue,Wen, Guihua*,Hu, Yang,Luo, Mingnan,Dai, Dan,Zhuang, Yishan,Hall, Wendy, Multiple Attentional Pyramid Networks for Chinese Herbal Recognition, Pattern Recognition(JCR 1区), 2020

[4] Haozan Liang, Guihua Wen∗, Yang Hu, Mingnan Luo, Pei Yang, Yingxue Xu, MVANet: Multi-Tasks Guided Multi-View Attention Network for Chinese Food Recognition, IEEE transaction on multimedia(JCR 1区), 2020 DOI: 10.1109/TMM.2020.3028478

[5] GuihuaWen,HehongChen,HuihuiLi,YangHu, YanghuiLi, ChangjunWang, Cross domains adversarial learning for Chinese named entity recognition for online medical consultation, Journal of Biomedical Informatics(JCR 1区), Volume 112, 2020.

[6] Guihua Wen, Jiajiong Ma, Yang Hu, Huihui Li∗, Lijun Jiang, Grouping Attributes Zero-Shot Learning for Tongue Constitution Recognition, Artificial Intelligence In Medicine (JCR 1区), 2020

[7] Mingnan Luo,Guihua Wen*,Yang Hu,Dan Dai,Jiajiong Ma ,Learning Competitive Channel-Wise Attention in Residual Network with Masked Regularization and Signal Boosting, Expert Systems With Applications JCR 1区, 2020, 10.1016/j.eswa.2020.113591

[8] Luo, Mingnan,Wen, Guihua*,Hu, Yang,Dai, Dan,Xu, Yingxue, Stochastic Region Pooling: Make Attention More Expressive, Neurocomputing JCR 1区, 2020,7(409):119-130

[9] Yang Hu, Guihua Wen*, Huiqiang Liao, Changjun Wang, Dan Dai, Zhiwen Yu, Automatic Construction of Chinese Herbal Prescriptions From Tongue Images Using CNNs and Auxiliary Latent Therapy Topics, IEEE Transaction on Cybernetic ,2020, DOI: 10.1109/TCYB.2019.2909925

[10] Ma Jiajiong, Wen Guihua*, Wang Changjun, Jiang Lijun; Complexity Perception Classification Method for Tongue Constitution Recognition, Artificial Intelligence in Medicine, 2019, 已录用(JCR 2)

[11] Li Danyang, Wen Guihua, Li Xu, Cai Xianfa, Graph-based dynamic ensemble pruning for facial expression recognition, Applied Intelligence, 2019 , 已录用(JCR2)

[12] Li Huihui, and Guihua Wen*, Sample awareness-based personalized facial expression recognition, Applied Intelligence, 2019, 已录用(JCR2)

[13] Hu Yang, Wen Guihua*, Ma Jiajiong, Li Danyang, Wang Changjun, Li Huihui, Huan Eryang, Label-indicator morpheme growth on LSTM for Chinese healthcare question department classification [J]. Journal of biomedical informatics, 2018, 82: 154-168.(JCR 2)

[14] Li Huihui, Wen Guihua, and Zeng Haibin. Natural tongue physique identification using hybrid deep learning methods, Multimedia Tools and Applications, 2018: 1-22. (JCR3)

[15] Li, Danyang, Wen Guihua, Hou Zhi, Huan Eryang, Hu Yang, Li Huihui, RTCRelief-F: an effective clustering and ordering-based ensemble pruning algorithm for facial expression recognition, Knowledge and Information Systems 2018: 1-32. (JCR2)

[16] Luo Dazhi, Wen Guihua, Li Danyang, Hu Yang, Huan Eryang, Deep-learning-based face detection using iterative bounding-box regression, Multimedia Tools and Applications, 2018, 77(19): 24663-24680. (JCR3)


近期已提交论文

[1]    Yingxue Xu, Guihua Wen*, Pei Yang, Yang Hu, Mingnan Luo, Changjun WangTask-Coupling Elastic Learning for Physical Sign-based Medical Image Classification, IEEE Journal of Biomedical and Health Informatics (submitted), 2020

[2]  Yang Hu, Guihua Wen*, Adriane Chapman, Pei Yang, Mingnan Luo, Yingxue Xu, Dan Dai, Wendy Hall, Graph-based Visual-Semantic Entanglement Network for Zero-shot Image Recognition, IEEE Transactions on Multimedia, (submitted), 2020

[3]   Rongxing Ma, Guihua Wen*, Pei Yang, Changjun Wang, Mingnan Luo, Baochao Fan, Prescription Retrieval based on Tongue Image, Artificial Intelligence In Medicine (submitted), 2020

[4] Yanghui Li, Guihua Wen*,Yang Hu,Mingnan Luo,Baochao Fan,Changjun Wang,Pei Yang, Multi-Source Seq2seq Guided by Knowledge for Chinese Healthcare Consultation, Journal of Biomedical Informatics (submitted), 2020

 

发明专利

[1]  文贵华;孙亚新;李辉辉,一种基于流形的语音情感识别方法 - 201310383093.6;103440863B发明专利,发明授权

[2]  文贵华;孙亚新,一种结合局部与全局信息的语音情感特征提取方法 - 201310460191.5,发明专利,实审阶段

[3]  文贵华;孙亚新,一种基于半监督特征选择的语音情感识别方法 - 201410216935.3,发明专利,实审阶段

[4]  文贵华;孙亚新,一种结合降维和认知引力模型的人脸表情识别方法 - 201510467926.6,发明专利,实审阶段

[5]  文贵华;李丹扬,基于贝叶斯融合稀疏表示分类器的人脸情感识别方法 - 201510469456.7,发明专利,实审阶段

[6]  文贵华,李怀,一种基于集成卷积神经网络的年龄识别方法,发明专利,已受理申请

[7]  文贵华,黄驹斌,一种基于集成深度信念网络的语音情感识别方法,发明专利,已受理申请

[8]  文贵华,吴泽银,一种基于集成卷积神经网络的性别识别方法,发明专利,已受理申请

[9]  文贵华,邱盛,一种基于集成卷积神经网络的民族识别方法,发明专利,已受理申请

 

软件著作权

[1] 文贵华等,面部识别平台软件V1.0,软件著作权,已受理。

[2] 文贵华等,情绪视频监控系统软件V1.0,软件著作权,已受理。


博士生

2016级:胡杨

2015级:郇二洋

2014级:李丹扬

2013级:李辉辉

2012级:孙亚新

 

硕士生

2020级:黄钰桦、李明欢、陈家炜、蔡文俊、何特

2019级:徐映雪、梁浩赞、诸俊浩

2018级:李杨辉、马荣兴、叶升

2017级:马佳炯、骆明楠、廖辉强

2016级:常天元、陈河宏

2015级:罗达志、庄亦姗、何杰、王科文、陈洪健