个人简介

文贵华,1968年生,华南理工大学机器学习与数据挖掘实验室主任,获博士学位,教授,博士生导师,目前指导在校博士硕士等学生近20人。2005~2006年国家公派英国访问学者,与英国皇家学会院士、现牛津大学耶稣学院院长Nigel R Shadbolt教授合作研究人工智能。目前是政府科技部门、行业学会、国家自然科学基金项目等的项目评审专家。


主持国家自然科学基金、广东省科技攻关计划、广州产学研重大专项等项目。近年发表机器学习与数据挖掘论文有

SCI二区期刊2篇、SCI三区期刊5篇、以及国际A类会议AAAIIJCAIB类会议等,申请了专利和软件著作权15项,微表情识别研究成果获得羊城晚报报道。积极将研究成果产业化,聚焦于人脸识别、情感识别、智慧中医领域,研制了面部识别平台和智慧中医平台,联合医院和医疗企业,全力打造智慧中医健康服务平台,为人人健康服务。


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

项目:
(1).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)”,项目起止时间:2013.01-2016.12。

(2).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)”,项目起止时间:2010.01-2012.12。

(3 老年人情绪视频监控系统研发,广东省公益研究与能力建设专项资金,2015~2016

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

(5)大数据体质辨识关键技术及移动应用研发,广州市产学研协同创新重大专项(民生科技专题) 2016-2017



论文

[1]  Sun yaxin,guihua wen, et al.Weighted Spectral Features based on Local Hu Moments for Speech Emotion Recognition, Biomedical Signal Processing and Control, Accepted (in Press)

[2]  Guihua Wen, Lijun Jiang, Jun Wen,Multiple perceptual neighborhoods-based feature construction for pattern classification,Neurocomputing, Volume 142, 22 October 2014, Pages 499-507

[3]  Cai Xianfa, Wen Guihua, Wei Jia, Li Jie, Yu Zhiwen.  Perceptual relativity-based semi-supervised dimensionality reduction algorithm. Applied Soft Computing, 16:112-123, 2014

[4]  Wei Jia, Zeng Qunfang, Wang Xuan, Wang Jiabing, Wen Guihua. Integrating local and global topological structures for semi-supervised dimensionality reduction. Soft Computing, 18(6):1189-1198, 2014

[5]  Guihua Wen, Jia Wei, Jiabing Wang, Tiangang Zhou, L. Chen, Cognitive gravitation model for classification on small noisy data ,Neurocomputing, Volume 118, 22 October 2013, Pages 245-252

[6]  Haisheng Li, Guihua Wen, Zhiwen Yu, Tiangang Zhou,Random subspace evidence classifier  ,Neurocomputing, Volume 110, 13 June 2013, Pages 62-69

[7]  Guihua Wen,Lijun Jiang,Jun Wen, Jia Wei, Zhiwen Yu, Perceptual relativity-based local hyperplane classification, Neurocomputing,2012,97: 155-163 (SCI)

[8]  Guihua Wen, Lijun Jiang, Jun Wen . Local relative transformation with application to isometric embedding, Pattern Recognition Letters, 2009,30(3) 203-211(SCI))

[9]  Guihua Wen, Lijun Jiang, Jun Wen. Using Locally Estimated Geodesic Distance to Optimize Neighborhood Graph for Isometric Data Embedding, Pattern Recognition, 2008,41(7):2226-2236(SCI)

[10]  文贵华, 陆庭辉, 江丽君, 文军, 基于相对流形的局部线性嵌入, 软件学报,2009,20(9):2376-2386

[11]  文贵华, 江丽君, 文军,邻域参数动态变化的局部线性嵌入,软件学报, 2008,19(7):1666-1673

[12]  文贵华,面向机器学习的相对变换,计算机研究与发展,2008 ,45(4): 612-618

[13]  Jiabing Wang, Pei Zhang, Guihua Wen, Jia Wei. Classifying categorical data by rule-based neighbors,2011 IEEE International Conference on Data Mining. December 11-14, 2011,Vancouver, Canada (EI)

[14]  Wen Guihua,Pan Xingjiang, Jiang Lijun, Wen Jun, Modeling Gestalt Laws for Classification, 9th IEEE International Conference on Cognitive Informatics, 2010 (EI)

[15]  Wen Guihua, Wen Jun, Jiang Lijun, Perceptual Nearest Neighbors for Classification, 5thEEE International Conference on Bio-Inspired Computing: Theories and Applications(BIC-TA),2010 (EI)

[16]  Guihua Wen, Lijun Jiang, Nigel R. Shadbolt ,Using Graph Algebra to Optimize Neighborhood for Isometric Mapping,20th International Joint Conference on Artificial Intelligence (IJCAI-07), India,2007

[17]  Zhiwen Yu,Wong, Hau-San,Guihua Wen ,A Modified Support Vector Machine and Its Application to Image Segmentation, Image and Vision Computing, 2011, 29(1):29-40 (SCI)
您现在的位置:
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,1968年生,华南理工大学机器学习与数据挖掘实验室主任,获博士学位,教授,博士生导师2005~2006年国家公派英国访问学者,与英国皇家学会院士、现牛津大学耶稣学院院长Nigel R Shadbolt教授合作研究人工智能。目前是政府科技部门、行业学会、国家自然科学基金项目、国家科技进步奖等评审专家。


主持国家自然科学基金、广东省科技计划、广州产学研重大专项等项目。近年发表机器学习与数据挖掘论文有

SCI二区期刊2篇、SCI三区期刊5篇、以及国际A类会议AAAIIJCAIB类会议等,申请并获得受理的专利和软件著作权11项,微表情识别研究成果获得羊城晚报报道。积极将研究成果产业化,聚焦于人脸识别、情感识别、智慧中医领域,研制了面部识别平台和智慧中医平台,全力打造智慧中医大健康服务平台,为人人健康服务。


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



近年项目:

[1] 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),项目起止时间:2013.01-2016.12

[2] 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),项目起止时间:2010.01-2012.12

[3]老年人情绪视频监控系统研发,广东省公益研究与能力建设专项资金,2015~2016

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

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




近期论文


2017

[1]  Xian-Ling Mao, Bo-Si Feng, Yi-Jing Hao, Liqiang Nie, Heyan Huang, Guihua Wen, S2JSD-LSH:A Locality-Sensitive Hashing Schema for Probability Distributions, AAAI 2017 已录用 A类会议

2016

[2]  Sun, Yaxin, Wen, Guihua, Ensemble softmax regression model for speech emotion recognition, Multimedia Tools and Applications, p 1-24, April 2, 2016(SCI收录)

[3]  Sun, Yaxin; Wen, Guihua, Cognitive gravitation model-based relative transformation for classification, Soft Computing, p 1-17, April 12, 2016(SCI收录)

2015

[4]  Sun, Yaxin ; Wen, Guihua; Wang, Jiabing,Weighted Spectral Features based on Local Hu Moments for Speech Emotion Recognition, Biomedical Signal Processing and Control, Volume 18, April 2015, Pages 80-90(SCI收录)

[5]  Sun, Yaxin; Wen, Guihua,Emotion Recognition using Semi-supervised Feature Selection with Speaker NormalizationInternational Journal of Speech Technology, v 18, n 3, p 317-331, September 30, 2015

[6]  Cai, Xianfa; Wen, Guihua; Wei, Jia; Yu, Zhiwen, Erratum to: Relative manifold based semi-supervised dimensionality reduction, Frontiers of Computer Science, October 28, 2015

[7]   Wen, Guihua; Li, Huihui; Li, Danyang, An ensemble convolutional echo state networks for facial expression recognition ,2015 International Conference on Affective Computing and Intelligent Interaction(workshop), ACII 2015, p 873-878, December 2, 2015

[8]  Sun, Yaxin; Wen, Guihua, Adaptive feature transformation for classification with sparse representation, Optik, v 126, n 23, p 4452-4459, 2015 SCI收录

2014

[9]  Wen, Guihua ; Jiang, Lijun; Wen, Jun  Multiple perceptual neighborhoods-based feature construction for pattern classification, Neurocomputing, 2014SCI收录

[10] Cai, Xianfa; Wen, Guihua; Wei, Jia; Li, Jie; Yu, Zhiwen,Perceptual relativity-based semi-supervised dimensionality reduction algorithm. Appl. Soft Comput. 16: 112-123 (2014) SCI收录

[11] Cai, Xianfa ; Wei, Jia; Wen, Guihua; Yu, Zhiwen,Local and Global Preserving Semi-supervised Dimensionality Reduction based on Random Subspace for Cancer Classification, IEEE Journal of Biomedical and Health Informatics, v 18, n 2, p 500-507, March 2014 SCI收录

2013

[12]  Wen, Guihua,Wei, Jia; Wang, Jiabing; Zhou, Tiangang; Chen, L. Cognitive gravitation model for classification on small noisy data. Neurocomputing 118: 245-252 (2013) SCI收录

[13] Li, Haisheng; Wen, Guihua; Yu, Zhiwen; Zhou, Tiangang, Random subspace evidence classifier.  Neurocomputing 110: 62-69 (2013) SCI收录

[14] Wen, Guihua , Jiang, Lijun; Wen, Jun; Wei, Jia; Yu, Zhiwen, Perceptual relativity-based local hyperplane classification. Neurocomputing 97: 155-163 (2012) SCI收录

2007~2012

[15] Zhiwen Yu , Hau-San Wong , Guihua WenA modified support vector machine and its application to image segmentation Image and Vision Computing, 29(1), 2012 SCI收录

[16] Wang, Jiabing; Zhang, Pei; Wen, Guihua; Wei, Jia,Classifying categorical data by rule-based neighbors 2012 IEEE International Conference on Data Mining, 2012 B类会议

[17] 文贵华等,基于相对流形的局部线性嵌入, 软件学报,200920(9):2376-2386

[18] Wen, Guihua et al, Using Locally Estimated Geodesic Distance to Optimize Neighborhood Graph for Isometric Data Embedding, Pattern Recognition, 2008,41(7):2226-2236 SCI收录

[19] 文贵华等,邻域参数动态变化的局部线性嵌入,软件学报, 200819(7): 1666-1673

[20] 文贵华等,面向机器学习的相对变换,计算机研究与发展,2008 ,45(4): 612-618

[21]  Wen, Guihua et al, Using Graph Algebra to Optimize Neighborhood for Isometric Mapping20th International Joint Conference on Artificial Intelligence (IJCAI-07), India,2007 A类会议

 

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

[10] 文贵华等,面部识别平台软件V1.0,软件著作权,已受理。

[11] 文贵华等,情绪视频监控系统软件V1.0,软件著作权,已受理。