吳漢銘
姓名 吳漢銘
電子郵件
聯絡電話 81103
職稱 副教授
專長領域 高維度資料分析、矩陣視覺化、非線性流形學習、象徵性資料分析
當學年教授課程 統計學（一）、統計學（二）、迴歸分析（一）（英語授課）
個人網址 http://www.hmwu.idv.tw/
Office-hour 星期一：13:00～15:00
年度 論文名稱
2022 張一凡、吳漢銘∗, 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, 59(2), 53-97.(CIS)(*為通訊作者), 2022" href="/zh_tw/members/journalpaper/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-56321992" target="_blank">張一凡、吳漢銘∗, 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, 59(2), 53-97.(CIS)(*為通訊作者), 2022
2022 Wu, H.M., "Book Review: Supervised Machine Learning for Text Analysis in R by Emil Hvitfeldt, Julia Silge", Biometrics. , Biometrics. (本論著未刊登但已被接受), 2022" href="/zh_tw/members/journalpaper/-Book-Review-Supervised-Machine-Learning-for-Text-Analysis-in-R-by-Emil-Hvitfeldt-Julia-Silge-Biometrics-5183921" target="_blank">Wu, H.M., "Book Review: Supervised Machine Learning for Text Analysis in R by Emil Hvitfeldt, Julia Silge", Biometrics. , Biometrics. (本論著未刊登但已被接受), 2022
2021 Emily Chia-Yu Su;吳漢銘*, 2021.12, 'Dimension reduction and visualization of multiple time series data: a symbolic data analysis approach, ' Advances in Data Analysis and Classification,.(SCI)(*為通訊作者)(本論著未刊登但已被接受), vol. 432557, Dec. 2021
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.∗, 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" href="/zh_tw/members/journalpaper/The-application-of-sliced-inverse-regression-for-dimension-reduction-of-the-interval-valued-symbolic-data-87692522" target="_blank">Chen, Y.S. and Wu, H.M.∗, 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
2011 Wu, H.M.∗, On biological validity indices for soft clustering algorithms for gene expression data, Computational Statistics & Data Analysis, 55(5), 1969-1979. [SCI], 2011" href="/zh_tw/members/journalpaper/On-biological-validity-indices-for-soft-clustering-algorithms-for-gene-expression-data-70914558" target="_blank">Wu, H.M.∗, On biological validity indices for soft clustering algorithms for gene expression data, Computational Statistics & Data Analysis, 55(5), 1969-1979. [SCI], 2011
2010 Yin, S.Y., Wang, W.H., Wang, B.X., Aravindaram, K., Hwang, P.I., Wu, H.M. and Yang, N.S.∗, 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" href="/zh_tw/members/journalpaper/Stimulatory-effect-of-Echinacea-purpurea-extract-on-the-trafficking-activity-of-mouse-dendritic-cells-revealed-by-genomic-and-proteomic-analyses-99814798" target="_blank">Yin, S.Y., Wang, W.H., Wang, B.X., Aravindaram, K., Hwang, P.I., Wu, H.M. and Yang, N.S.∗, 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.∗, GAP: a graphical environment for matrix visualization and cluster analysis, Computational Statistics & Data Analysis, 54(3), 767-778. [SCI], 2010" href="/zh_tw/members/journalpaper/GAP-a-graphical-environment-for-matrix-visualization-and-cluster-analysis-99982999" target="_blank">Wu, H.M., Tien, Y.J. and Chen, C.H.∗, 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., Visualization, screening, and classification of cell cycleregulated genes in yeast, International Journal of Systems and Synthetic Biology, 1(2), 185-198., 2010" href="/zh_tw/members/journalpaper/Visualization-screening-and-classification-of-cell-cycleregulated-genes-in-yeast-39661029" target="_blank">Lu, H.H.-S.∗, and Wu, H.M., 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∗, Clustering by neurocognition for fine mapping of the schizophrenia susceptibility loci on chromosome 6p. Genes, Brain and Behavior 8(8):785-794. [SCI], 2009" href="/zh_tw/members/journalpaper/Clustering-by-neurocognition-for-fine-mapping-of-the-schizophrenia-susceptibility-loci-on-chromosome-6p-Genes-21850844" target="_blank">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∗, 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.∗, Kernel sliced inverse regression with applications to classification, Journal of Computational & Graphical Statistics, 17(3), 590-610. [SCI], 2008" href="/zh_tw/members/journalpaper/Kernel-sliced-inverse-regression-with-applications-to-classification-89440039" target="_blank">Wu, H.M.∗, Kernel sliced inverse regression with applications to classification, Journal of Computational & Graphical Statistics, 17(3), 590-610. [SCI], 2008
年度 論文名稱
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
2021 Wu, H.M., 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, 2021, Online Conference" href="/zh_tw/members/conferencepaper/A-symbolic-data-analysis-approach-to-regularized-sliced-inverse-regression-for-gene-expression-data-with-multiple-functional-categories-and-a-phenotypic-response-35890280" target="_blank">Wu, H.M., 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, 2021, Online Conference
2020 Wu, H.M., R 語言深度學習入門, A conference for users of R Language, Oct. 17, 2020, 淡江大學" href="/zh_tw/members/conferencepaper/R-語言深度學習入門-31895104" target="_blank">Wu, H.M., R 語言深度學習入門, A conference for users of R Language, Oct. 17, 2020, 淡江大學
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
2019 Wu, H.M., My experience of teaching R programming for data science, the Invited Paper Sessions in 62nd ISI World Statistics Congress, Aug. 18-23, 2022, Kuala Lumpur Convention Centre Malaysia" href="/zh_tw/members/conferencepaper/My-experience-of-teaching-R-programming-for-data-science-502188" target="_blank">Wu, H.M., My experience of teaching R programming for data science, the Invited Paper Sessions in 62nd ISI World Statistics Congress, Aug. 18-23, 2022, Kuala Lumpur Convention Centre Malaysia
2019 Wu, H.M., 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, Jun. 21-22, 2015, 國立中興大學" href="/zh_tw/members/conferencepaper/A-symbolic-data-analysis-approach-to-regularized-sliced-inverse-regression-for-gene-expression-data-with-multiple-functional-categories-and-a-phenotypic-response-72335111" target="_blank">Wu, H.M., 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, Jun. 21-22, 2015, 國立中興大學
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
2018 Wu, H.M., Matrix visualization: a review and perspective, YS-ISI (Young Statisticians, International Statistical Institute), Joint Conference of IASC-ACS Interim Conference & CASC Annual Meeting, Nov. 09-11, 2018, Beijing, China" href="/zh_tw/members/conferencepaper/Matrix-visualization-a-review-and-perspective-YS-ISI-Young-Statisticians-International-Statistical-Institute-38646742" target="_blank">Wu, H.M., Matrix visualization: a review and perspective, YS-ISI (Young Statisticians, International Statistical Institute), Joint Conference of IASC-ACS Interim Conference & CASC Annual Meeting, Nov. 09-11, 2018, Beijing, China
2018 Wu, H.M., The extension of isometric feature mapping for interval-valued symbolic data, YS-ISI Organized Invited Session, The 23rd International Conference on Computational Statistics, Aug. 28-31, 2018, Iasi, Romania" href="/zh_tw/members/conferencepaper/The-extension-of-isometric-feature-mapping-for-interval-valued-symbolic-data-84972930" target="_blank">Wu, H.M., The extension of isometric feature mapping for interval-valued symbolic data, YS-ISI Organized Invited Session, The 23rd International Conference on Computational Statistics, Aug. 28-31, 2018, Iasi, Romania
2017 Wu, H.M., graphics.SDA: the R base graphics companion for exploratory symbolic data analysis, 2017 European Meeting of Statisticians (EMS), Jul. 24-28, 2017, Helsinki, Finland" href="/zh_tw/members/conferencepaper/graphics-SDA-the-R-base-graphics-companion-for-exploratory-symbolic-data-analysis-46931340" target="_blank">Wu, H.M., graphics.SDA: the R base graphics companion for exploratory symbolic data analysis, 2017 European Meeting of Statisticians (EMS), Jul. 24-28, 2017, Helsinki, Finland
2017 Lai, W.Y. and Wu, H.M., 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), Jul. 07, 2017, 逢甲大學" href="/zh_tw/members/conferencepaper/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-73332099" target="_blank">Lai, W.Y. and Wu, H.M., 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), Jul. 07, 2017, 逢甲大學
2017 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
2017 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 ~ Mar. 17, 2022, 淡江大學
2017 Visualization and exploration of symbolic data with dimension reduction methods, 2017 統計學門研究成果發表會, Feb. 07, 2017, 台中惠蓀林場
2016 Wu, H.M., 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. 09, 2016, 國立政治大學" href="/zh_tw/members/conferencepaper/Nonlinear-manifold-learning-of-interval-valued-symbolic-data-using-ISOMAP-65809457" target="_blank">Wu, H.M., 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. 09, 2016, 國立政治大學
2016 Wu, H.M., Nonlinear dimension reduction of interval-valued symbolic data using ISOMAP, The Korean Statistical Society Autumn Conference, Nov. 04, 2016, Daejeon, Korea." href="/zh_tw/members/conferencepaper/Nonlinear-dimension-reduction-of-interval-valued-symbolic-data-using-ISOMAP-64045060" target="_blank">Wu, H.M., Nonlinear dimension reduction of interval-valued symbolic data using ISOMAP, The Korean Statistical Society Autumn Conference, Nov. 04, 2016, Daejeon, Korea.
2016 Wu, H.M., 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" href="/zh_tw/members/conferencepaper/Visualization-of-fuzzy-clustering-results-using-sliced-inverse-regression-25473597" target="_blank">Wu, H.M., 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
2016 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, Jun. 24-25, 2016, 國立中山大學
2015 Wu, H.M., Exploratory symbolic data analysis with dimension reduction methods, the 9th Conference of the Asian Regional Section of the IASC, Dec. 17-19, 2015, Singapore." href="/zh_tw/members/conferencepaper/Exploratory-symbolic-data-analysis-with-dimension-reduction-methods-85705965" target="_blank">Wu, H.M., Exploratory symbolic data analysis with dimension reduction methods, the 9th Conference of the Asian Regional Section of the IASC, Dec. 17-19, 2015, Singapore.
2015 Wu, H.M., Principal component analysis for multiple time series data: a symbolic data analysis approach, ICIAM 2015: The International Congress on Industrial and Applied Mathematics (ICIAM), Aug. 10-14, 2015, Beijing." href="/zh_tw/members/conferencepaper/Principal-component-analysis-for-multiple-time-series-data-a-symbolic-data-analysis-approach-9008027" target="_blank">Wu, H.M., Principal component analysis for multiple time series data: a symbolic data analysis approach, ICIAM 2015: The International Congress on Industrial and Applied Mathematics (ICIAM), Aug. 10-14, 2015, Beijing.
2015 Wu, H.M., 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, Jun. 27-28, 2015, 國立彰化師範大學" href="/zh_tw/members/conferencepaper/Exploratory-symbolic-data-analysis-with-dimension-reduction-methods-80284205" target="_blank">Wu, H.M., 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, Jun. 27-28, 2015, 國立彰化師範大學
2015 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, Jun. 05, 2015, 中華R 軟體學會, 台北
2015 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
2014 Wu, H.M., 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" href="/zh_tw/members/conferencepaper/Dimension-reduction-and-visualization-of-multivariate-time-series-data-a-symbolic-data-analysis-approach-85718190" target="_blank">Wu, H.M., 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
2014 Wu, H.M., Dimension reduction and visualization of time dependent interval data using sliced inverse regression, ISI Regional Statistics Conference 2014 (ISI-RSC2014), Nov. 16-19, 2014, Kuala Lumpur, Malaysia." href="/zh_tw/members/conferencepaper/Dimension-reduction-and-visualization-of-time-dependent-interval-data-using-sliced-inverse-regression-78455494" target="_blank">Wu, H.M., Dimension reduction and visualization of time dependent interval data using sliced inverse regression, ISI Regional Statistics Conference 2014 (ISI-RSC2014), Nov. 16-19, 2014, Kuala Lumpur, Malaysia.
2014 Wu, H.M., Cumulative slicing estimation for multiple nonlinear manifolds learning, 21st International Conference on Computational Statistics (COMPSTAT2014), Aug. 19-22, 2014, Geneva, Switzerland." href="/zh_tw/members/conferencepaper/Cumulative-slicing-estimation-for-multiple-nonlinear-manifolds-learning-47082569" target="_blank">Wu, H.M., Cumulative slicing estimation for multiple nonlinear manifolds learning, 21st International Conference on Computational Statistics (COMPSTAT2014), Aug. 19-22, 2014, Geneva, Switzerland.
2014 Wu, H.M., Dimension reduction and visualization of histogram-valued data using sliced inverse regression, The 4th Workshop in Symbolic Data Analysis (SDA 2014), Jun. 14-16, 2014, Taipei, Taiwan." href="/zh_tw/members/conferencepaper/Dimension-reduction-and-visualization-of-histogram-valued-data-using-sliced-inverse-regression-58616598" target="_blank">Wu, H.M., Dimension reduction and visualization of histogram-valued data using sliced inverse regression, The 4th Workshop in Symbolic Data Analysis (SDA 2014), Jun. 14-16, 2014, Taipei, Taiwan.
2014 Wu, H.M., 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, May. 24, 2014, Taipei, Taiwan." href="/zh_tw/members/conferencepaper/Sliced-inverse-regression-for-dimension-reduction-and-visualization-of-symbolic-intervalvalued-data-34670433" target="_blank">Wu, H.M., 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, May. 24, 2014, Taipei, Taiwan.
2014 吳漢銘, 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, Taichung, Taiwan." href="/zh_tw/members/conferencepaper/直方圖資料的維度縮減與視覺化-1806331" target="_blank">吳漢銘, 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, Taichung, Taiwan.
2013 Wu, H.M., Nonlinear dimension reduction through cumulative slicing estimation for nonlinear manifolds learning, 2013 ICSA International Conference, Dec. 20-23, 2013, Hong Kong Baptist University, Hong Kong, China." href="/zh_tw/members/conferencepaper/Nonlinear-dimension-reduction-through-cumulative-slicing-estimation-for-nonlinear-manifolds-learning-21871104" target="_blank">Wu, H.M., Nonlinear dimension reduction through cumulative slicing estimation for nonlinear manifolds learning, 2013 ICSA International Conference, Dec. 20-23, 2013, Hong Kong Baptist University, Hong Kong, China.
2013 Wu, H.M., VisFuzClust: visualization of fuzzy clustering results in R, R Taiwan 2013 研討會, Dec. 06, 2013, Taipei, Taiwan." href="/zh_tw/members/conferencepaper/VisFuzClust-visualization-of-fuzzy-clustering-results-in-R-19492433" target="_blank">Wu, H.M., VisFuzClust: visualization of fuzzy clustering results in R, R Taiwan 2013 研討會, Dec. 06, 2013, Taipei, Taiwan.
2013 Wu, H.M., Sliced Inverse Regression for the Interval-valued Symbolic Datas, 59th ISI World Statistics Congress (ISI2013), Aug. 25-30, 2013, Hong Kong, China" href="/zh_tw/members/conferencepaper/Sliced-Inverse-Regression-for-the-Interval-valued-Symbolic-Datas-77655239" target="_blank">Wu, H.M., Sliced Inverse Regression for the Interval-valued Symbolic Datas, 59th ISI World Statistics Congress (ISI2013), Aug. 25-30, 2013, Hong Kong, China
2013 Wu, H.M., 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), Aug. 22-23, 2013, Seoul, Korea" href="/zh_tw/members/conferencepaper/On-Visualization-of-Fuzzy-Clustering-Results-44172213" target="_blank">Wu, H.M., 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), Aug. 22-23, 2013, Seoul, Korea
2013 Wu, H.M., Sliced inverse regression for symbolic data analysis, 第二十二屆南區統計研討會, June 2013, 2013, Kaohsiung" href="/zh_tw/members/conferencepaper/Sliced-inverse-regression-for-symbolic-data-analysis-74257761" target="_blank">Wu, H.M., Sliced inverse regression for symbolic data analysis, 第二十二屆南區統計研討會, June 2013, 2013, Kaohsiung
2012 Wu, H.M., On Multivariate Kernel Sliced Inverse Regression, The Eighth World Congress in Probability and Statistics, Jul. 09-14, 2012, Istanbul, Turkey
2011 Wu, H.M., Nonlinear Extension of Sliced Inverse Regression using the Geodesic Distance Approximation, the Seventh IMT-GT International Conference on Mathematics, Jul. 21-23, 2011, Bangkok Thailand" href="/zh_tw/members/conferencepaper/Nonlinear-Extension-of-Sliced-Inverse-Regression-using-the-Geodesic-Distance-Approximation-9693412" target="_blank">Wu, H.M., Nonlinear Extension of Sliced Inverse Regression using the Geodesic Distance Approximation, the Seventh IMT-GT International Conference on Mathematics, Jul. 21-23, 2011, Bangkok Thailand
2011 Wu, H.M. , Nonlinear extension of sliced inverse regression using the geodesic distance approximation, Proceedings of the Seventh IMT-GT International Conference on Mathematics, Jul. 21-23, 2011, Bangkok Thailand" href="/zh_tw/members/conferencepaper/Nonlinear-extension-of-sliced-inverse-regression-using-the-geodesic-distance-approximation-50058137" target="_blank">Wu, H.M. , Nonlinear extension of sliced inverse regression using the geodesic distance approximation, Proceedings of the Seventh IMT-GT International Conference on Mathematics, Jul. 21-23, 2011, Bangkok Thailand
2011 Wu, H.M., VisFuz: Visualization of Fuzzy Clustering Results in R, The 20th Southern Taiwan Statistical Conference, July, 2011, Chiayi" href="/zh_tw/members/conferencepaper/VisFuz-Visualization-of-Fuzzy-Clustering-Results-in-R-95201599" target="_blank">Wu, H.M., VisFuz: Visualization of Fuzzy Clustering Results in R, The 20th Southern Taiwan Statistical Conference, July, 2011, Chiayi
2010 Wu, H.M., Unsupervised MR Brain Images Segmentation using Fuzzy C-means based on Fuzzy Sufficient Dimension, Joint Statistical Meetings (JSM2010), Jul. 31-Aug. 05, 2010, Vancouver, British Columbia, Canada" href="/zh_tw/members/conferencepaper/Unsupervised-MR-Brain-Images-Segmentation-using-Fuzzy-C-means-based-on-Fuzzy-Sufficient-Dimension-19188144" target="_blank">Wu, H.M., Unsupervised MR Brain Images Segmentation using Fuzzy C-means based on Fuzzy Sufficient Dimension, Joint Statistical Meetings (JSM2010), Jul. 31-Aug. 05, 2010, Vancouver, British Columbia, Canada
2010 Wu, H.M., 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, 2010, Hualien" href="/zh_tw/members/conferencepaper/On-Biological-Validity-Indices-for-Soft-Clustering-Algorithms-for-Gene-Expression-Data-65794474" target="_blank">Wu, H.M., 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, 2010, Hualien
2010 Wu, H.M., Isometric Sliced Inverse Regression for Nonlinear Manifolds Learning, The 19th Southern Taiwan Statistical Conference, July 2010, 2010, Tainan" href="/zh_tw/members/conferencepaper/Isometric-Sliced-Inverse-Regression-for-Nonlinear-Manifolds-Learning-19629422" target="_blank">Wu, H.M., Isometric Sliced Inverse Regression for Nonlinear Manifolds Learning, The 19th Southern Taiwan Statistical Conference, July 2010, 2010, Tainan
2009 Wu, H.M., Image Segmenation Based on Weighted Fuzzy C-means and Soft Sufficient Dimension Reduction, The 18th Southern Taiwan Statistical Conference, June 2009, 2009, Kaohsiung" href="/zh_tw/members/conferencepaper/Image-Segmenation-Based-on-Weighted-Fuzzy-C-means-and-Soft-Sufficient-Dimension-Reduction-67745394" target="_blank">Wu, H.M., Image Segmenation Based on Weighted Fuzzy C-means and Soft Sufficient Dimension Reduction, The 18th Southern Taiwan Statistical Conference, June 2009, 2009, Kaohsiung
2009 Tzeng, S.L., Wu, H.M., and Chen, C.H.∗(2009), 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, 2009, Tianjin, China" href="/zh_tw/members/conferencepaper/Selection-of-proximity-measures-for-matrix-visualization-of-binary-data-23060660" target="_blank">Tzeng, S.L., Wu, H.M., and Chen, C.H.∗(2009), 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, 2009, Tianjin, China
2008 Wu, H.M., 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" href="/zh_tw/members/conferencepaper/Biological-Validity-Indices-for-Fuzzy-Clustering-Algorithms-for-Gene-Expression-Data-2727906" target="_blank">Wu, H.M., 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
2008 Wu, H.M., Kernel Sliced Inverse Regression with Applications to Classification, 2008 Interface Meetings (INTERFACE 2008), May. 21-24, 2008, Durham, North Carolina, USA" href="/zh_tw/members/conferencepaper/Kernel-Sliced-Inverse-Regression-with-Applications-to-Classification-45185126" target="_blank">Wu, H.M., Kernel Sliced Inverse Regression with Applications to Classification, 2008 Interface Meetings (INTERFACE 2008), May. 21-24, 2008, Durham, North Carolina, USA
2007 Wu, H.M., Iterative Robust Sliced Inverse Regression for Gene Clustering in Microarray Gene Expression Data Analysis, Joint Statistical Meetings (JSM2007), Jul. 29-Aug. 02, 2007, Salt Lake City, Utah, USA" href="/zh_tw/members/conferencepaper/Iterative-Robust-Sliced-Inverse-Regression-for-Gene-Clustering-in-Microarray-Gene-Expression-Data-Analysis-90601884" target="_blank">Wu, H.M., Iterative Robust Sliced Inverse Regression for Gene Clustering in Microarray Gene Expression Data Analysis, Joint Statistical Meetings (JSM2007), Jul. 29-Aug. 02, 2007, Salt Lake City, Utah, USA
2007 Wu, H.M., and Chen, C. H., GAP: A Graphical Environment for Matrix Visualization and Cluster analysis, The 17th Southern Taiwan Statistical Conference, June 2007, 2007, Hualien" href="/zh_tw/members/conferencepaper/GAP-A-Graphical-Environment-for-Matrix-Visualization-and-Cluster-analysis-31066494" target="_blank">Wu, H.M., and Chen, C. H., GAP: A Graphical Environment for Matrix Visualization and Cluster analysis, The 17th Southern Taiwan Statistical Conference, June 2007, 2007, Hualien
2006 Wu, H.M., Huang, S. Y., and Lu, H. H.-S., 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, 2006, Taipei" href="/zh_tw/members/conferencepaper/Kernel-Sliced-Inverse-Regression-in-Reproducing-Kernel-Hilbert-Space-88014008" target="_blank">Wu, H.M., Huang, S. Y., and Lu, H. H.-S., 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, 2006, Taipei
2006 Wu, H.M., GAP Software Tutorial, The Fourth Asia Pacific Bioinformatics Conference (APBC2006), 13-16 Feb, 2006, 2006, Taipei
2006 Wu, H.M., Kernel Sliced Inverse Regression with Applications on Classification, ICSA 2006 Applied Statistics Symposium, June 2006, 2006, Storrs, Connecticut, USA" href="/zh_tw/members/conferencepaper/Kernel-Sliced-Inverse-Regression-with-Applications-on-Classification-35155751" target="_blank">Wu, H.M., Kernel Sliced Inverse Regression with Applications on Classification, ICSA 2006 Applied Statistics Symposium, June 2006, 2006, Storrs, Connecticut, USA
2006 Wu, H.M., Tzeng, S. and Chen, C. H, Matrix Visualization, Compstat 2006 Satellite Workshop on Data and Information Visualization 2006, Aug. 2006, 2006, Berlin, Germany" href="/zh_tw/members/conferencepaper/Matrix-Visualization-54496290" target="_blank">Wu, H.M., Tzeng, S. and Chen, C. H, Matrix Visualization, Compstat 2006 Satellite Workshop on Data and Information Visualization 2006, Aug. 2006, 2006, Berlin, Germany
2006 Wu, H.M. and Chen, C. H, Matrix Visualization for Modelling of Proximity Matrices with Dimension Reduction, COMPSTAT 2006, Sep. 2006, 2006, Rome, Italy" href="/zh_tw/members/conferencepaper/Matrix-Visualization-for-Modelling-of-Proximity-Matrices-with-Dimension-Reduction-35166716" target="_blank">Wu, H.M. and Chen, C. H, Matrix Visualization for Modelling of Proximity Matrices with Dimension Reduction, COMPSTAT 2006, Sep. 2006, 2006, Rome, Italy
2005 Chen, C. H., and Wu, H.M.,GAP, Generalized Association Plots for Dimension Free Data Visualization, the Workshops of The 5th Asian Conference on Statistical Computing (IASC-ARS 2005), Dec. 15-17, 2005, Hong Kong" href="/zh_tw/members/conferencepaper/Generalized-Association-Plots-for-Dimension-Free-Data-Visualization-55928638" target="_blank">Chen, C. H., and Wu, H.M.,GAP, Generalized Association Plots for Dimension Free Data Visualization, the Workshops of The 5th Asian Conference on Statistical Computing (IASC-ARS 2005), Dec. 15-17, 2005, Hong Kong
2005 Wu, H.M. and Chen, C. H., Imputation of Missing Values by Clustered Matrix Visualization, The 14th Southern Taiwan Statistical Conference, Jun. 24, 2005, Tainan" href="/zh_tw/members/conferencepaper/Imputation-of-Missing-Values-by-Clustered-Matrix-Visualization-56299961" target="_blank">Wu, H.M. and Chen, C. H., Imputation of Missing Values by Clustered Matrix Visualization, The 14th Southern Taiwan Statistical Conference, Jun. 24, 2005, Tainan
2004 Wu, H.M., and Chen, C. H., Matrix Visualization with Nonlinear Association, 中國統計學社93 年社員大會暨統計研討會, Nov. 14, 2004, Chiayi, Taiwan." href="/zh_tw/members/conferencepaper/Matrix-Visualization-with-Nonlinear-Association-30812400" target="_blank">Wu, H.M., and Chen, C. H., Matrix Visualization with Nonlinear Association, 中國統計學社93 年社員大會暨統計研討會, Nov. 14, 2004, Chiayi, Taiwan.
2004 Wu, H.M., and Chen, C. H., Cluster Analysis and Visualization, Workshop on Statistics and Machine Learning, Feb. 06, 2004" href="/zh_tw/members/conferencepaper/Cluster-Analysis-and-Visualization-14340889" target="_blank">Wu, H.M., and Chen, C. H., Cluster Analysis and Visualization, Workshop on Statistics and Machine Learning, Feb. 06, 2004
2004 Wu, H.M., and Chen, C. H., Generalized Association Plots with a Covariate Adjustment, The 13th Southern Taiwan Statistical Conference, 2004, Taipei, Taiwan." href="/zh_tw/members/conferencepaper/Generalized-Association-Plots-with-a-Covariate-Adjustment-77343372" target="_blank">Wu, H.M., and Chen, C. H., Generalized Association Plots with a Covariate Adjustment, The 13th Southern Taiwan Statistical Conference, 2004, Taipei, Taiwan.
2004 Chen, C.H.∗, Hwu, H.G., Jang, W.J., Kao, C.H., Tien, Y.J., Tzeng, S., and Wu, H.M., Matrix visualization and information mining, Computational Statistics 2004 (Compstat 2004), 2004" href="/zh_tw/members/conferencepaper/Matrix-visualization-and-information-mining-77577758" target="_blank">Chen, C.H.∗, Hwu, H.G., Jang, W.J., Kao, C.H., Tien, Y.J., Tzeng, S., and Wu, H.M., Matrix visualization and information mining, Computational Statistics 2004 (Compstat 2004), 2004
2003 Wu, H.M., and Lu, H. H.-S., Supervised Motion Segmentation by Spatial-Frequential Analysis and Dynamic Sliced Inverse Regression, The 12th Southern Taiwan Statistical Conference, 2003, Kaohsiung, Taiwan." href="/zh_tw/members/conferencepaper/Supervised-Motion-Segmentation-by-Spatial-Frequential-Analysis-and-Dynamic-Sliced-Inverse-Regression-68157459" target="_blank">Wu, H.M., and Lu, H. H.-S., Supervised Motion Segmentation by Spatial-Frequential Analysis and Dynamic Sliced Inverse Regression, The 12th Southern Taiwan Statistical Conference, 2003, Kaohsiung, Taiwan.
2003 Lu, H. H.-S.∗, and Wu, H.M., On visualization, screening, and classification of cell cycleregulated genes in yeast, the 14th International Conference on Genome Informatics (GIW2003), 2003" href="/zh_tw/members/conferencepaper/On-visualization-screening-and-classification-of-cell-cycleregulated-genes-in-yeast-11496708" target="_blank">Lu, H. H.-S.∗, and Wu, H.M., On visualization, screening, and classification of cell cycleregulated genes in yeast, the 14th International Conference on Genome Informatics (GIW2003), 2003
1997 Shih, Y. S., and Wu, H.M., Resampling Methods on Classification Trees, The 6th Southern Taiwan Statistical Conference, 1997, Tainan, Taiwan." href="/zh_tw/members/conferencepaper/Resampling-Methods-on-Classification-Trees-51566803" target="_blank">Shih, Y. S., and Wu, H.M., Resampling Methods on Classification Trees, The 6th Southern Taiwan Statistical Conference, 1997, Tainan, Taiwan.
年度 書名
2021 吳漢銘, 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., 432556, Aug. 2021
計畫類別 年度 計畫名稱 參與人 職稱/擔任之工作 計畫期間 補助/委託或合作機構
非科技部 2021 鼓勵新進教師申請科技部專題研究計畫: 巨量時空資料於人群移動之視覺化與群集分析 2021.09 ~ 2022.07
非科技部 2019 內政部「109 年電信信令資料整合」委外服務 吳漢銘 協同主持人 2019.10 ~ 2021.01 內政部統計處
非科技部 2019 內政部「108 年國土資訊系統社會經濟資料庫擴建及資料服務平台推動計畫」委外服務案：以電信手機信令資料推估人口參數及人口移動行為之研究 吳漢銘 協同主持人 2019.04 ~ 2019.12 內政部統計處
科技部 2018 以排名為基礎的區間型品質評估指標於象徵性資料維度縮減之研究 吳漢銘 2018.08 ~ 2019.07 科技部
非科技部 2018 醫療區塊鏈資料價值量化之模型與程式開發 吳漢銘 2018.07 ~ 2018.12 財團法人國家實驗研究院國家高速網路與計算中心
非科技部 2018 「107 年國土資訊系統社會經濟資料庫擴建及資料服務平台推動計畫」委外服務案；研討評估以電信手機信令資料推估常住人口之可行性。 吳漢銘 協同主持人 2018.04 ~ 2018.12 內政部統計處
科技部 2017 象徵性資料分析方法於具多重功能類別及表型反應的基因表現資料之正則化切片逆迴歸研究 吳漢銘 2017.08 ~ 2018.07 科技部
科技部 2017 基於模糊C 均值分群法之等軸距切片逆回歸於影像切割的應用(MOST 106-2813-C-305-001-M) 吳漢銘 2017.07 ~ 2018.02 科技部
科技部 2016 區間型象徵性資料之非線性流形學習 吳漢銘 2016.08 ~ 2017.07 科技部
科技部 2015 探索式象徵性資料分析之研究及其在巨量資料的實作 吳漢銘 2015.08 ~ 2016.07 科技部
科技部 2014 象徵性資料分析法於巨量資料之維度縮減與視覺化 吳漢銘 2014.08 ~ 2015.07 科技部
科技部 2013 時間相依區間資料之充分維度縮減與視覺化 吳漢銘 2013.08 ~ 2014.07 科技部
科技部 2012 累積切片估計的非線性維度縮減法於非線性流形學習之研究 吳漢銘 2012.08 ~ 2013.07 科技部
科技部 2011 切片逆迴歸法於符號型資料分析之研究 吳漢銘 2011.08 ~ 2012.07 科技部
科技部 2010 多變量核化切片逆迴歸法之研究及其應用 吳漢銘 2010.08 ~ 2011.07 科技部
科技部 2009 等軸距切片逆迴歸法之非線性流形學習 吳漢銘 2009.08 ~ 2010.07 科技部
科技部 2008 軟充分維度縮簡法：理論與應用 吳漢銘 2008.08 ~ 2009.07 科技部
科技部 2007 迭代穩健切片逆迴歸群集法研究及其在微陣列基因表現資料上的應用 吳漢銘 2007.08 ~ 2008.07 科技部
發表日期 專利名稱 專利編號 專利國別 著作人
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 吳漢銘, 陳冀寬
年度 名稱 全部作者
2022 Dimension reduction and visualization of multiple time series data: a symbolic data analysis approach, Submit to ”Advances in Data Analysis and Classification”, Revised. Su, C.Y. and Wu, H.M.∗
2020 Matrix visualization: a review and perspective, WIRES Computational Statistics. Revised. Wu, H.M., and Chen, C.H.*
2020 Dimension reduction and visualization of symbolic interval-valued data using sliced inverse regression. in Advances in Data Science: Symbolic, Complex, and Network Data (eds. Diday, E., Guan, R., Saporta, G., and Wang, H.). Wiley, pp. 49-78. Wu, H.M., Kao, C.H., and Chen, C.H.*
2008 Matrix visualization. In Chun-houh Chen, Wolfgang H‥ardle, and Antony Unwin, editors, Handbook of Data Visualization, pp. 681-709, Springer-Verlag, Heidelberg. Wu, H.M., Tzeng, S.L., and Chen, C.H.∗
國家 學校名稱 系所 學位 期間
台灣，中華民國 國立交通大學 統計學研究所 博士 1997.09 ~ 2003.10
台灣 國立交通大學 統計學系 博士
經歷類別 服務機關名稱 單位 職務 期間
校外 財團法人人工智慧科技基金會 顧問 2022.03 ~ 迄今
校內兼職 國立政治大學 人工智慧與數位教育中心 中心成員 2022.01 ~ 迄今
校內兼職 國立政治大學 統計系學術委員會 委員 2021.08 ~ 2022.07
校內兼職 國立政治大學 統計學系 碩士班導師 2021.08 ~ 2022.07
校內本職 政治大學 統計學系 副教授 2021.08 ~ 迄今
校外 IASC Executive Committee (EC) Elections (including a new President Election) the nomination committee Member 2021.01 ~ 2021.12
校外 IASC Webinars and Courses on Computational Statistics and Data Science International Organizing Committee (IOC) Member 2021.01 ~ 2021.12
校外 AI 金融科技協會 AI 金融科技協會 理事 2020.08 ~ 2022.08
校外 國立臺北大學 商業智慧與大數據分析學士學分學程 召集人 2020.02 ~ 2021.07
校外 2020 臺北市政府研究發展考核委員會 「市政資料加值運用可行性研究-以臺北市政府員工滿意度調查為例」 研究案評審委員 2020.01 ~ 2020.12
校外 國立臺北大學 大數據與智慧城市研究中心 副研究員 2019.08 ~ 2021.07
校外 台灣人工智慧學校 AI 產業化創新競賽：台北總校第六期(2019)、第七期(2020)。 評審 2019.01 ~ 2020.12
校外 教育部 教學實踐研究計畫：7 件 審查委員 2019.01 ~ 2020.12
校外 ISI Young Statisticians Workshop Chair 2019.01 ~ 2019.12
校外 第五屆高速公路ETC 資料在交通管理之應用創意競賽 初賽及決賽 評審委員 2019.01 ~ 2019.12
校外 國泰大數據競賽 初賽及決賽 評審委員 2019.01 ~ 2019.12
校內兼職 科技部 全國科技動態調查 諮詢顧問 2018.06 ~ 2021.04
校外 崇越論文大賞：2018(第十一屆)、2019(第十二屆)、2020(第十三屆) 初審委員 2018.01 ~ 2020.12
校外 the Organizing Committee of the 2018 Statistics Week Taiwan Co-Chair 2018.01 ~ 2018.12
校外 台灣人工智慧學校 講師 2017.11 ~ 迄今
校外 the International Association for Statistical Computing (IASC) Webmaster 2017.01 ~ 2022.12
校外 年輕統計學家委員會 the ISI Young Statisticians Committee 主席 2017.01 ~ 2019.12
校外 科技部 科技部專題計畫(含隨到隨審及大專生研究計畫)(105-110 年度)：24 件 初審委員 2016.01 ~ 2021.12
校外 Computational Statistics (20), Computational Statistics and Data Analysis (6), Journal of Applied Statistics (1), Bioinformatics (1), Pattern Recognition Letters (1), Statistica Sinica (1)(括弧中之數字為當年度審查篇數) 國際知名學術期刊Review 2016.01 ~ 2020.12
校外 the IASC Committee on nominations to ISI elected memberships Member 2016.01 ~ 2017.12
校外 the Asian Regional Section of the International Association for Statistical Computing (IASC-ARS)(國際統計計算協會-亞洲區分會) The elected member of Board of Directors (BoD) 理事 2015.01 ~ 2019.12
校外 中國統計學報 中國統計學報 副編輯 2014.08 ~ 迄今
校外 2014 年臺灣資料分析競賽(R 軟體) 預賽及決賽 評審委員 2014.01 ~ 2014.12
校外 SCI Journal Computational Statistics Associate Editor 2014.01 ~ 迄今
校外 台灣資料科學與商業應用協會 顧問 2013.12 ~ 2016.04
校外 中華R 軟體學會 顧問 2013.12 ~ 2016.03
校外 IASC the Young Statisticians Group 主席 2013.01 ~ 2015.12
校外 IASC-ARS Scientific Secretary 2013.01 ~ 2015.12
校外 the International Statistical Institute (ISI) Young Statisticians Committee IASC Representative 2013.01 ~ 2015.12
校外 研討會議程：國內(12+)，國際(8+) 召集人/主持人 2008.01 ~ 迄今
類別 年度 獎項名稱 頒獎單位
校外 2022 110年度科技部補助大專學生研究計畫獎勵（指導統計系學生許桂萍同學） 科技部
校外 2021 國立臺北大學專任教師研究獎勵 國立臺北大學
校外 2020 科技部補助大專校院獎勵特殊優秀人才 科技部
校外 2020 中國統計學社109 年論文獎甄選之佳作獎（指導108 學年度碩士班畢業生張一凡同學） 中國統計學社
校外 2019 2019 Certificate on the EMI (English as a Medium of instruction) Teacher Training Program (one week) 新加坡國立大學
校外 2019 第二屆碩士生統計研究成果研討會優秀論文海報獎（指導107學年度碩士班畢業生徐維澤同學）
校外 2019 科技部補助大專校院獎勵特殊優秀人才 科技部
校外 2019 國立臺北大學108 學年度教學績優教師 國立台北大學
校外 2019 國立臺北大學專任教師研究獎勵 國立臺北大學
校外 2018 國立臺北大學107 學年度績優導師 國立臺北大學
校外 2017 106年度科技部補助大專學生研究計畫獎勵（指導統計系學生李昱儀同學） 科技部
校外 2017 科技部補助大專校院獎勵特殊優秀人才 科技部
校外 2016 Certificate on the CLIL (Content and Language Integrated Learning) Principles and Best Practice Program (two weeks) 昆士蘭大學
校外 2015 專題研究成效卓著淡江之光獎
校外 2015 CPAS(職業適性診斷測驗) 諮詢師校園培訓初階資格證書
校外 2014 特優導師 淡江大學
校外 2014 教師教學優良教材獎勵(教材教案編製) 淡江大學
校外 2014 Certificate on the CLIL (Content and Language Integrated Learning)Principles and Best Practice Program (one week) 淡江大學
校外 2014 科技部補助大專校院獎勵特殊優秀人才 科技部
校外 2013 優良導師 淡江大學
校外 2013 專任教師研究獎勵 淡江大學
校外 2013 科技部補助大專校院獎勵特殊優秀人才 科技部
校外 2012 教學優良教師 淡江大學
校外 2012 教師教學優良教材獎勵(教材教案編製) 淡江大學
校外 2012 中國統計學社101 年論文獎甄選之優等獎（指導100 學年度碩士班畢業生陳業勛同學） 中國統計學社
校外 2012 科技部補助大專校院獎勵特殊優秀人才 科技部
校外 2011 專任教師研究獎勵 淡江大學
校外 2011 專任教師評鑑優等獎 淡江大學
校外 2011 教師教學優良教材獎勵(教材教案編製) 淡江大學
校外 2011 科技部補助大專校院獎勵特殊優秀人才 科技部
校外 2010 專任教師研究獎勵 淡江大學
校外 2009 教學優良教師 淡江大學
校外 2009 專任教師研究獎勵 淡江大學
校外 2008 專任教師研究獎勵 淡江大學
校外 2007 會徽設計比賽第一名 中華機率統計學會(Chinese Institute of Probability and Statistics, CIPS)
校外 2002 第十二屆陳文成統計科學獎學金(博士論文)
校外 2001 Phi Tau Phi Scholarship