Han-Ming Wu
Status Chairman
Name Han-Ming Wu
Email
Office Tel No. 81103
Job Title Associate Professor and Chairman
Research Expertise and Interests High-dimensional data analysis, Matrix visualization, Nonlinear manifold learning, Symbolic data analysis
Teaching Field Statistics(I) (II), Programming and Statistical Software, Linear Algebra
Office-hour Tuesday: 10:00～12:00 (By appointment)
Year Paper Title
2026 林雨蓉;吳漢銘*, 2026.01, 'Image generator for tabular data based on non-Euclidean metrics for CNN-based classification, ' PLOS ONE, Vol.21, No.1, pp.e0340005.(SCI)(*為通訊作者), vol. 144321, Jan. 2026
2024 吳漢銘*;Emily Chia-Yu Su, 2024.01, 'Dimension reduction and visualization of multiple time series data: a symbolic data analysis approach, ' Computational Statistics, Vol.39, pp.1937–1969.(SCI)(*為通訊作者), vol. 117813, Jan. 2024
2023 Yi-Hsuan Chen;Hong-Long Wang;吳漢銘*, 2023.12, '象徵性資料分析法於電信信令資料的矩陣視覺化與分群, ' 期刊內容 中國統計學報, Vol.61, pp.128-151.(CIS)(*為通訊作者), vol. 117814, Dec. 2023
2022 吳漢銘*, 2022.05, 'Book Review: Supervised Machine Learning for Text Analysis in R by Emil Hvitfeldt, Julia Silge, ' Biometrics, Vol.78, No.3, pp.1270-1272.(SCI)(*為通訊作者), vol. 117815, May. 2022
2021 陳業勛;吳漢銘*, 2021.09, '應用切片逆迴歸法於區間型符號資料之維度縮減, ' 中國統計學報, Vol.51, pp.327-351.(CIS)(*為通訊作者), vol. 432555, Sep. 2021
2021 張一凡;吳漢銘*, 2021.06, '基於類別資訊的監督式t分布隨機鄰近嵌入法於維度縮減與視覺化之研究, ' 中國統計學報, Vol.59, pp.53-97.(CIS)(*為通訊作者), vol. 432550, Jun. 2021
2019 李昱儀;吳漢銘*, 2019.03, '地標等軸距模糊切片逆回歸法及其於醫學影像切割的應用, ' 中國統計學報, Vol.57, pp.43-70.(CIS)(*為通訊作者), vol. 432551, Mar. 2019
2018 吳漢銘, 2018.08, 'Covariate-adjusted heatmaps for visualizing biological data via correlation decomposition, ' Bioinformatics, Vol.34, No.20, pp.3529-3538.(SCI), vol. 432553, Aug. 2018
2018 賴威宇*;吳漢銘*, 2018.08, '以維度縮減技術為基礎的互動式探索性資料分析平臺, ' 統計與資訊評論, Vol.18, pp.19-48.(*為通訊作者), vol. 432552, Aug. 2018
2014 吳漢銘, 2014.08, 'Exploratory data analysis of interval-valued symbolic data with matrix visualization, ' Computational Statistics and Data Analysis, Vol.79, pp.14-29..(SCI), vol. 432554, Aug. 2014
2013 Wei-Ting Yao;吳漢銘*, 2013.08, 'Isometric sliced inverse regression for nonlinear manifolds learning, ' Statistics & Computing, Vol.23, pp.563-576.(SCI)(*為通訊作者), vol. 432558, Aug. 2013
2013 Chen, Y.S. and Wu, H.M.*, 2013, The application of sliced inverse regression for dimension reduction of the interval-valued symbolic data, Journal of the Chinese Statistical Association, 51(3), 327-351. [中文], 2013
2010 Yin, S.Y., Wang, W.H., Wang, B.X., Aravindaram, K., Hwang, P.I., Wu, H.M. and Yang, N.S.*, 2010, Stimulatory effect of Echinacea purpurea extract on the trafficking activity of mouse dendritic cells: revealed by genomic and proteomic analyses, BMC Genomics, 11:612. [SCI], 2010
2010 Wu, H.M., Tien, Y.J. and Chen, C.H.*, 2010, GAP: a graphical environment for matrix visualization and cluster analysis, Computational Statistics & Data Analysis, 54(3), 767-778. [SCI], 2010
2010 Lu, H.H.-S.*, and Wu, H.M., 2010, Visualization, screening, and classification of cell cycleregulated genes in yeast, International Journal of Systems and Synthetic Biology, 1(2), 185-198., 2010
2009 Lin, S.H., Liu, C.M., Liu, Y.L., Fann, C. S.J., Hsiao, P.C., Wu, J.Y., Hung, S.I., Chen, C.H., Wu, H.M., Jou, Y.S., Liu, S.K., Hwang, T.J., Hsieh, M.H., Chang, C.C., Yang, W.C., Lin, J.J., Chou, F.H.C., Faraone, S.V., Tsuang, M.T., Hwu, H.G. and Chen, W.J*., 2009, Clustering by neurocognition for fine mapping of the schizophrenia susceptibility loci on chromosome 6p. Genes, Brain and Behavior 8(8):785-794. [SCI], 2009
2008 Wu, H.M.*, 2008, Kernel sliced inverse regression with applications to classification, Journal of Computational & Graphical Statistics, 17(3), 590-610. [SCI], 2008
Year Paper Title
2024 林雨蓉*, 2024.12, 'Image generator for tabular data based on non-Euclidean metrics for CNN-based deep learning classification, ' JOINT MEETING OF THE IASC-ARS INTERIM CONFERENCE 2024 AND CSAT 2024, IASC-ARS.(*為通訊作者), Dec. 2024
2024 吳漢銘*, 2024.09, 'Improve the performance of deep learning algorithms by supervised dimension reduction methods, ' IASC-ARS Interim Conference 2022, Education University of Hong Kong.(*為通訊作者), Sep. 2024
2024 Chin-Hao Yang*;吳漢銘*, 2024.08, 'Converting tabular data into images based on Self-Organizing Maps for CNNs deep learning prediction, ' 7th International Conference on Machine Learning and Machine Intelligence (MLMI 2024), Ritsumeikan University.(*為通訊作者), Aug. 2024
2023 吳漢銘*, 2023.08, 'dataSDA and ggESDA: two R packages for exploratory symbolic data analysis, ' The 25th International Conference on Computational Statistics, The European Regional Section of the IASC.(*為通訊作者), Aug. 2023
2021 吳漢銘*, 2021.07, 'A symbolic data analysis approach to regularized sliced inverse regression for gene expression data with multiple functional categories and a phenotypic response, ' Statistics Symposium in Memory of Wen-Chen Chen, 中研院.(*為通訊作者), Jul. 2021
2019 吳漢銘*, 2019.08, 'My experience of teaching R programming for data science, ' 62nd ISI World Statistics Congress, ISI.(*為通訊作者), Aug. 2019
2018 吳漢銘, 2018.11, 'Matrix visualization: a review and perspective, ' Joint Conference of IASC-ACS Interim Conference & CASC Annual Meeting, IASC-ACS., Nov. 2018
2018 吳漢銘*, 2018.08, 'The extension of isometric feature mapping for interval-valued symbolic data, ' The 23rd International Conference on Computational Statistics, International Statistical Institute.(*為通訊作者), Aug. 2018
2020 Wu, H.M., 2020.10, R 語言深度學習入門，2020 satRday Taiwan, A conference for users of R Language, Oct. 17 2020, 淡江大學。, 2020
2019 Wu, H.M., 2019.06, A symbolic data analysis approach to regularized sliced inverse regression for gene expression data with multiple functional categories and a phenotypic response, 第二十八屆南區統計研討會，June 21-22, 2015, 國立中興大學。, 2019
2017 Wu, H.M., 2017.02, Visualization and exploration of symbolic data with dimension reduction methods，2017 統計學門研究成果發表會，Feb. 7, 2017，台中惠蓀林場。[contributed], 2017
2017 Wu, H.M., 2017.03, 漫談巨量資料於R 軟體中的統計圖與視覺化，大數據分析與R 論壇，Mar. 17, 2017，淡江大學。[invited], 2017
2017 Wu, H.M., 2017.04, 漫談巨量資料於R 軟體中的統計圖與視覺化，2017 經濟與統計大趨勢學術研討會，Apr. 28, 2017，銘傳大學。[invited], 2017
2017 Lai, W.Y. and Wu, H.M., 2017.07, drEDA：一個基於維度縮減技術的互動式探索性資料分析網頁應用程式，第13 屆台灣軟體工程研討會(TCSE2017)，July 7, 2017，逢甲大學。[contributed], 2017
2017 Wu, H.M., 2017.07, graphics.SDA: the R base graphics companion for exploratory symbolic data analysis, 2017 European Meeting of Statisticians (EMS), July 24-28, 2017, Helsinki, Finland. [contributed], 2017
2016 Wu, H.M., 2016.06, 漫談巨量資料於R 軟體中的處理與分析, 第二十五屆南區統計研討會暨2016 中華機率統計學會年會及學術研討會，June 24-25, 2016, 國立中山大學. [invited], 2016
2016 Wu, H.M., 2016.08, Visualization of fuzzy clustering results using sliced inverse regression, 第十屆海峽兩岸統計與概率研討會，Aug. 11, 2016, 成都電子科技大學沙河校區. [Invited], 2016
2016 Wu, H.M., 2016.12, Nonlinear manifold learning of interval-valued symbolic data using ISOMAP. 105 年統計學術研討會暨政治大學統計學系50 週年學術研討會，Dec. 9, 2016, 國立政治大學. [invited], 2016
2016 Wu, H.M., 2016.11, Nonlinear dimension reduction of interval-valued symbolic data using ISOMAP, TheKorean Statistical Society Autumn Conference Nov. 4, 2016, Daejeon, Korea, [Invited], 2016
2015 Wu, H.M., 2015.05, R軟體於象徵性資料的統計圖與視覺化, 2015 年智慧科技與應用統計研討會暨2015 應用統計學術研討會, May 30, 2015, 淡江大學統計學系。[invited], 2015
2015 Wu, H.M., 2015.06, 視覺化與象徵性資料的統計圖，2015 資料科學與產應用工作坊，June 5, 2015, 中華R 軟體學會, 台北。[invited], 2015
2015 Wu, H.M., 2015.06, Exploratory symbolic data analysis with dimension reduction methods, 第二十四屆南區統計研討會暨2015 中華機率統計學會年會及學術研討會，June 27-28, 2015, 國立彰化師範大學。[invited], 2015
2015 Wu, H.M., 2015.08, Principal component analysis for multiple time series data: a symbolic data analysis approach, ICIAM 2015: The International Congress on Industrial and Applied Mathematics (ICIAM), 10-14 August 2015, Beijing. [contributed], 2015
2015 Wu, H.M., 2015.12, Exploratory symbolic data analysis with dimension reduction methods, the 9th Conference of the Asian Regional Section of the IASC, 17-19 December 2015, Singapore. [invited], 2015
2014 Wu, H.M., 2014.05, 直方圖資料的維度縮減與視覺化, 第九屆海峽兩岸機率與統計學術研討會, May 16-18, 2014, 2014, Taichung, Taiwan. [逢甲大學] [invited.], 2014
2014 Wu, H.M., 2014.05, Sliced inverse regression for dimension reduction and visualization of symbolic intervalvalued data, 台灣智慧科技與應用統計學會年會暨研討會, 24 May, 2014, Taipei, Taiwan. [銘傳大學] [invited.], 2014
2014 Wu, H.M., 2014.06, Dimension reduction and visualization of histogram-valued data using sliced inverse regression, The 4th Workshop in Symbolic Data Analysis (SDA 2014), June 14-16, 2014, Taipei, Taiwan. [invited.], 2014
2014 Wu, H.M., 2014.08, Cumulative slicing estimation for multiple nonlinear manifolds learning, 21st International Conference on Computational Statistics (COMPSTAT2014), August 19-22, 2014, Geneva, Switzerland. [contributed], 2014
2014 Wu, H.M., 2014.11, Dimension reduction and visualization of time dependent interval data using sliced inverse regression, ISI Regional Statistics Conference 2014 (ISI-RSC2014), November 16-19, 2014, Kuala Lumpur, Malaysia. [invited.], 2014
2014 Wu, H.M., 2014.12, Dimension reduction and visualization of multivariate time series data: a symbolic data analysis approach, 103 年中國統計學社社員大會暨國際統計學術研討會, Dec 06, 2014, 交通大學。[invited], 2014
2013 Wu, H.M., 2013.06, Sliced inverse regression for symbolic data analysis, 第二十二屆南區統計研討會, June 2013. Kaohsiung, Taiwan. [高雄大學] [invited], 2013
2013 Wu, H.M., 2013.08, On Visualization of Fuzzy Clustering Results, Joint Meeting of the IASC Satellite Conference for the 59th ISI WSC and the 8th Asian Regional Section (ARS) of the IASC (IASCARS2013), August 22-23, 2013, Seoul, Korea. [Contributed], 2013
2013 Wu, H.M., 2013.08, Sliced Inverse Regression for the Interval-valued Symbolic Datas, 59th ISI World Statistics Congress (ISI2013), August 25-30, 2013, Hong Kong, China. [Contributed], 2013
2013 Wu, H.M., 2013.12, Nonlinear dimension reduction through cumulative slicing estimation for nonlinear manifolds learning, 2013 ICSA International Conference, December 20-23, 2013, Hong Kong Baptist University, Hong Kong, China. [invited], 2013
2013 Wu, H.M., 2013.12, VisFuzClust: visualization of fuzzy clustering results in R, R Taiwan 2013 研討會, 2013年12 月06 日, Taipei, Taiwan. [德明財經科技大學] [invited.], 2013
2012 Wu, H.M., 2012.07, On Multivariate Kernel Sliced Inverse Regression, The Eighth World Congress in Probability and Statistics, July 09-14, 2012, Istanbul, Turkey. [Contributed] , 2012
2011 Wu, H.M., 2011.07, VisFuz: Visualization of Fuzzy Clustering Results in R, The 20th Southern Taiwan Statistical Conference, July 2011. Chiayi, Taiwan. [中正大學] [invited], 2011
2011 Wu, H.M., 2011.07, Nonlinear Extension of Sliced Inverse Regression using the Geodesic Distance Approximation, the Seventh IMT-GT International Conference on Mathematics, Statistics and its Applications (ICMSA 2011), July 21-23 2011, Bangkok Thailand. [Contributed] , 2011
2011 Wu, H.M., 2011.07, Nonlinear extension of sliced inverse regression using the geodesic distance approximation, Proceedings of the Seventh IMT-GT International Conference on Mathematics, Statistics and its Applications (ICMSA 2011), 312-322, July 21-23 2011, Bangkok Thailand., 2011
2010 Wu, H.M., 2010.05, On Biological Validity Indices for Soft Clustering Algorithms for Gene Expression Data, 第七屆海峽兩岸機率與統計研討會暨2010 年中華機率統計學會年會及學術研討會, May 2010. Hualien, Taiwan. [東華大學] [invited] 。, 2010
2010 Wu, H.M., 2010.07, Isometric Sliced Inverse Regression for Nonlinear Manifolds Learning, The 19th Southern Taiwan Statistical Conference, July 2010. Tainan, Taiwan. [成功大學] [invited], 2010
2010 Wu, H.M., 2010.07, Unsupervised MR Brain Images Segmentation using Fuzzy C-means based on Fuzzy Sufficient Dimension, Joint Statistical Meetings (JSM2010), July 31 - August 5, 2010. Vancouver, British Columbia, Canada. [Contributed], 2010
2009 Wu, H.M., 2009.06, Image Segmenation Based on Weighted Fuzzy C-means and Soft Sufficient Dimension Reduction, The 18th Southern Taiwan Statistical Conference, June 2009. Kaohsiung, Taiwan. [中山大學] [invited], 2009
2009 Tzeng, S.L., Wu, H.M., and Chen, C.H.*, 2009.10, Selection of proximity measures for matrix visualization of binary data, Proceedings of the 2009 2nd International Conference on BioMedical Engineering and Informatics (BMEI 2009), 1932-1940, Tianjin, China. [EI], 2009
2008 Wu, H.M., 2008.05, Kernel Sliced Inverse Regression with Applications to Classification, 2008 Interface Meetings (INTERFACE 2008), May 21 - 24, 2008, Durham, North Carolina, USA. [invited] [NOTE:this paper is selected for a special JCGS session at the 2008 Interface Meetings], 2008
2008 Wu, H.M., 2008.12, Biological Validity Indices for Fuzzy Clustering Algorithms for Gene Expression Data, The 4th World Conference of International Association for Statistical Computing (IASC) and The 6th Conference of Asian Regional Section of IASC (IASC2008), Dec. 05 - 08, 2008, Yokohama, Japan. [contributed], 2008
2007 Wu, H.M., 2007.08, Iterative Robust Sliced Inverse Regression for Gene Clustering in Microarray Gene Expression Data Analysis, Joint Statistical Meetings (JSM2007), July 29 - August 2, 2007. Salt Lake City, Utah, USA. [invited], 2007
2007 Wu, H.M., and Chen, C. H., 2007.06, GAP: A Graphical Environment for Matrix Visualization and Cluster analysis, The 17th Southern Taiwan Statistical Conference, June 2007. Hualien, Taiwan. [東華大學] [invited], 2007
2006 Wu, H.M., 2006.02, GAP Software Tutorial, The Fourth Asia Pacific Bioinformatics Conference (APBC2006), 13-16 Feb, 2006, Taipei, Taiwan. [invited], 2006
2006 Wu, H.M., 2006.06, Kernel Sliced Inverse Regression with Applications on Classification, ICSA 2006 Applied Statistics Symposium, June 2006. Storrs, Connecticut, USA. [invited], 2006
2006 Wu, H.M., Tzeng, S. and Chen, C. H.,2006.08, Matrix Visualization, Compstat 2006 Satellite Workshop on Data and Information Visualization 2006, Aug. 2006. Berlin, Germany. [invited] , 2006
2006 Wu, H.M. and Chen, C. H., 2006.09, Matrix Visualization for Modelling of Proximity Matrices with Dimension Reduction, COMPSTAT 2006, Sep. 2006. Rome, Italy. [contributed], 2006
2005 Wu, H.M. and Chen, C. H., 2005.05, Imputation of Missing Values by Clustered Matrix Visualization, The 14th Southern Taiwan Statistical Conference, June 2005. Tainan, Taiwan. [成功大學, 2005/06/24] [contributed], 2005
2005 Chen, C. H., and Wu, H.M., 2005.12, GAP: Generalized Association Plots for Dimension Free Data Visualization, the Workshops of The 5th Asian Conference on Statistical Computing (IASC-ARS 2005), Hong Kong, Dec. 15-17, 2005. [invited], 2005
2005 Wu, H.M., Huang, S. Y., and Lu, H. H.-S., 2005.12, Kernel Sliced Inverse Regression in Reproducing Kernel Hilbert Space, 中國統計學社94 年社員大會暨統計學術研討會, December 2005. Taipei, Taiwan. [invited], 2005
2004 Wu, H.M., and Chen, C. H., 2004.02, Cluster Analysis and Visualization, 統計與機器學習研討會Workshop on Statistics and Machine Learning, February 2004. [東華大學, 2004/02/06], Journal Club of Genomics, Proteomics, and Bioinformatics. [長庚大學, 2004/02/09] [invited], 2004
2004 Wu, H.M., and Chen, C. H., 2004.06, Generalized Association Plots with a Covariate Adjustment, The 13th Southern Taiwan Statistical Conference, June 2004. Taipei, Taiwan. [亞太會館] [contributed], 2004
2004 Wu, H.M., and Chen, C. H., 2004.11, Matrix Visualization with Nonlinear Association, 中國統計學社93 年社員大會暨統計研討會, November 2004. Chiayi, Taiwan. [中正大學, 2004/11/14] [contributed], 2004
2004 Chen, C.H.*, Hwu, H.G., Jang, W.J., Kao, C.H., Tien, Y.J., Tzeng, S., and Wu, H.M., 2004, Matrix visualization and information mining, Proceedings in Computational Statistics 2004 (Compstat 2004), 85-100, Physica-Verlag., 2004
2003 Wu, H.M., and Lu, H. H.-S., 2003.06, Supervised Motion Segmentation by Spatial-Frequential Analysis and Dynamic Sliced Inverse Regression, The 12th Southern Taiwan Statistical Conference, June 2003. Kaohsiung, Taiwan. [contributed], 2003
2003 Lu, H. H.-S.*, and Wu, H.M., 2003, On visualization, screening, and classification of cell cycleregulated genes in yeast, the 14th International Conference on Genome Informatics (GIW2003), 344-345., 2003
1997 Shih, Y. S., and Wu, H.M., 1997.06, ”Resampling Methods on Classification Trees”, The 6th Southern Taiwan Statistical Conference, June 1997. Tainan, Taiwan., 1997
Year Book Title
2021 吳漢銘;Kao, C.H.;Chen, C.H.*, 2021.08, 'Dimension reduction and visualization of symbolic interval-valued data using sliced inverse regression, ' Advances in Data Science: Symbolic, Complex and Network Data, John Wiley & Sons, Inc., pp.49-78.(*為通訊作者), 432556, Aug. 2021
Project Category Year Project Title Participator Job Title Period Unit
MOST Projects 115 基於組間相關性之監督式表格數據影像生成器: 應用於卷積神經網絡之多類別分類任務 WU HAN-MING Principal Investigator 2026.08 ~ 2027.07 National Science and Technology Council
MOST Projects 114 基於路徑點方法與降維技術的時間序列資料分群與分類之研究 WU HAN-MING Principal Investigator 2025.08 ~ 2026.07 National Science and Technology Council
MOST Projects 113 Sliced Inverse Interval Estimation for Sufficient Dimension Reduction: An Application of Symbolic Data Analysis WU HAN-MING Principal Investigator 2024.08 ~ 2025.08 National Science and Technology Council
Publish Date Patent Title Patent Number Patent Country Authors
2016/02/11 一種用於資料管理與決策之計算裝置 TW I521466 B 中華民國
Country School Name Department Degree Duration
TAIWAN, REPUBLIC OF CHINA 國立交通大學 統計學研究所 博士 1997.09 ~ 2003.10
Experience Category Organization Title Department Job Title Duration
Part Time NATIONAL CHENGCHI UNIVERSITY Department of Statistics 系主任 2026.08 ~ 2027.07
Part Time 2024.08 ~ 2025.07
Part Time 2024.08 ~ 2025.07
Part Time 2024.02 ~ 2024.07
Part Time 2023.08 ~ 2025.07
Part Time 2023.08 ~ 2024.07
Part Time 2023.08 ~ 2024.07
Part Time NATIONAL CHENGCHI UNIVERSITY Department of Statistics 巨量資料學程委員 2022.08 ~ 2023.07
Part Time NATIONAL CHENGCHI UNIVERSITY Department of Statistics 課程委員會委員 2022.08 ~ 2023.07
Part Time NATIONAL CHENGCHI UNIVERSITY Department of Statistics 學士班導師 2022.08 ~ 2023.01
Part Time NATIONAL CHENGCHI UNIVERSITY Artificial Intelligence and E-learning Center 中心成員 2022.01 ~ Up to today
Part Time NATIONAL CHENGCHI UNIVERSITY Department of Statistics 學術委員會委員 2021.08 ~ 2022.07
Part Time NATIONAL CHENGCHI UNIVERSITY Department of Statistics 碩士班導師 2021.08 ~ 2022.07
Current NATIONAL CHENGCHI UNIVERSITY Department of Statistics 副教授 2021.08 ~ Up to today