周珮婷
姓名 周珮婷
職稱 副教授
系所單位 統計學系
電子郵件
聯絡電話 81035
研究專長 統計學、機器學習、生物統計
授課領域 統計學、機器學習、生物統計
年度 論文名稱
2024 Hsieh Fushing*;Hong-Wei Kao;Elizabeth P. Chou*, 2024.05, 'Topological Risk-Landscape in Metric-Free Categorical Database, ' IEEE Access, Vol.12, pp.66296-66318.(SCIE)(*為通訊作者), vol. 120048, May. 2024
2024 Ting-Li Chen;Elizabeth P. Chou;Min-Yi Chen;Fushing Hsieh*, 2024.02, 'Unraveling implicit human behavioral effects on dynamic characteristics of Covid-19 daily infection rates in Taiwan, ' PLOS ONE, Vol.19, No.(2), pp.e0298049.(SCIE)(*為通訊作者), vol. 117669, Feb. 2024
2023 Hsieh Fushing;Elizabeth P. Chou;Ting-Li Chen*, 2023.11, 'Multiscale major factor selections for complex system data with structural dependency and heterogeneity, ' Physica A: Statistical Mechanics and its Applications, Vol.630, pp.129227.(SCIE)(*為通訊作者), vol. 112129, Nov. 2023
2022 Yuan‑Horng Yan;Elizabeth P. Chou*;Ting-Bin Chen;Chun-Pai Yang;I-Ju Tsai,;Hwa-Lung Yu;Yuh-Shen Wu;Winn-Jung Huang;Shih-Ting Tseng;Tzu-Yu Peng, 2022.10, 'Long-term exposure to particulate matter was associated with increased dementia risk using both traditional approaches and novel machine learning methods, ' Scientific Reports, Vol.12, No.17130, pp.online.(SCIE)(*為通訊作者), vol. 440774, Oct. 2022
2022 Ting-Li Chen;Hsieh Fushing;Elizabeth Chou*, 2022.09, 'Learned practical guidelines for evaluating Conditional Entropy and Mutual Information in discovering major factors of response-vs-covariate dynamics, ' Entropy, Vol.24, No.10, pp.1382.(SCIE)(*為通訊作者), vol. 440361, Sep. 2022
2022 Jack C. Yue;Elizabeth P. Chou*;Ming-Hui Hsieh;Li-Chen Hsiao, 2022.04, 'A study of forecasting tennis matches via the Glicko model, ' PLOS ONE, pp.online.(SCIE)(*為通訊作者), vol. 437017, Apr. 2022
2022 Elizabeth Chou*;Shan-Ping Yang, 2022.03, 'A Virtual Multi-label Approach to Imbalanced Data Classification, ' Communications in Statistics - Simulation and Computation, pp.online.(SCIE)(*為通訊作者), vol. 435241, Mar. 2022
2022 Elizabeth P. Chou;Ting-Li Chen;Hsieh Fushing*, 2022.01, 'Unraveling Hidden Major Factors by Breaking Heterogeneity into Homogeneous Parts within Many-System Problems, ' Entropy, Vol.24, No.2, pp.170.(SCIE, SCOPUS)(*為通訊作者), vol. 434947, Jan. 2022
2021 Ting-Li Chen*;Elizabeth Chou;Hsieh Fushing*, 2021.12, 'Categorical Nature of Major Factor Selection via Information Theoretic Measurements, ' Entropy, Vol.23, No.12, pp.1684.(SCIE, SCOPUS)(*為通訊作者), vol. 434931, Dec. 2021
2021 Elizabeth Chou;Yin-Chen Hsieh;Sabrina Enriquez;Fushing Hsieh*, 2021.07, 'Evaluating reliability of tree-patterns in extreme-K categorical samples problems, ' Journal of Statistical Computation and Simulation, pp.online.(SCIE, SCOPUS)(*為通訊作者), vol. 430968, Jul. 2021
2021 Fushing Hsieh*;Elizabeth Chou, 2021.06, 'Categorical Exploratory Data Analysis: From Multiclass Classification and Response Manifold Analytics Perspectives of Baseball Pitching Dynamics, ' Entropy, Vol.23, No.7, pp.792.(SCIE, SCOPUS)(*為通訊作者), vol. 430895, Jun. 2021
2021 Fushing Hsieh*;Elizabeth Chou;Ting-Li Chen, 2021.05, 'Mimicking Complexity of Structured Data Matrix’s Information Content: Categorical Exploratory Data Analysis, ' Entropy, Vol.23, No.5, pp.594.(SCIE, SCOPUS)(*為通訊作者), vol. 430719, May. 2021
2020 Catherine Chou*;周珮婷, 2020.12, 'Perceived parental psychological control and behavioral control among emerging adults: A cross-cultural study between the U.S. and Taiwan, ' Current Psychology, Vol.39, pp.2052–2064.(SSCI)(*為通訊作者), vol. 418898, Dec. 2020
2018 周珮婷;Shen-Mou Hsu*, 2018.02, 'Cosine similarity as a sample size-free measure to quantify phase clustering within a single neurophysiological signal, ' Journal of Neuroscience Methods, Vol.295, pp.111-120.(SCI)(*為通訊作者), vol. 417809, Feb. 2018
2013 Sarah Tomaszewski Farias*;Elizabeth Chou;Danielle J. Harvey;Dan Mungas;Bruce Reed;Charles DeCarli, 2013.12, 'Longitudinal trajectories of everyday function by diagnostic status., ' Psychology and Aging, Vol.28, No.4, pp.1070-1075.(SSCI)(*為通訊作者), vol. 404846, Dec. 2013
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
科技部 113 提升神經網路模型效能的創新層 周珮婷 計畫主持人 2024.08 ~ 2025.07 國科會
科技部 112 數據驅動之不平衡資料學習 周珮婷 計畫主持人 2023.08 ~ 2024.07 國科會
非科技部 111 大數據精準行銷模型優化之建置 鄭宗記,周珮婷 協同主持人 2022.12 ~ 2023.07 和泰汽車股份有限公司
科技部 111 數據驅動學習之異常偵測 周珮婷 計畫主持人 2022.08 ~ 2023.09 國科會
科技部 108 不平衡高維資料學習 周珮婷 計畫主持人 2019.08 ~ 2021.03 國科會
科技部 107 數據驅動的學習與解讀:阿茲海默症 周珮婷 計畫主持人 2018.08 ~ 2019.09 國科會
科技部 104 功能性磁振造影資料解碼 周珮婷 計畫主持人 2015.08 ~ 2016.09 國科會
科技部 103 數據驅動的幾何學習 周珮婷 計畫主持人 2014.10 ~ 2015.07 國科會
國家 學校名稱 系所 學位 期間
美國 美國加州大學 統計學系 博士 2009.09 ~ 2014.06
經歷類別 服務機關名稱 單位 職務 期間
校內本職 政治大學 統計學系 副教授 2022.02 ~ 迄今
校內本職 政治大學 統計學系 助理教授 2014.08 ~ 2022.02
校內兼職 政治大學 商學院學生事務與校友服務辦公室 主任 2023.08 ~ 迄今
年度 論文名稱
2018 Catherine Chou*;周珮婷;Cheng Hsian Lee, 2018.08, 'Perceived parental control and risk-taking from a machine learning approach., ' The European Conference on Psychology & the Behavioral Sciences 2018 Official Conference Proceedings, IAFOR, pp.13-23.(*為通訊作者), Aug. 2018
2015 Elizabeth P. Chou*, 2015.07, 'Data Driven Geometry for Learning, ' Machine Learning and Data Mining in Pattern Recognition, Perner, Petra, pp.395-402.(*為通訊作者), Jul. 2015
2013 Elizabeth Chou*;Fushing Hsieh;John Capitanio, 2013.12, 'Computed Data-Geometry Based Supervised and Semi-supervised Learning in High Dimensional Data, ' ICMLA '13 Proceedings of the 2013 12th International Conference on Machine Learning and Applications - Volume 01, IEEE, pp.277-282.(IEEE)(*為通訊作者), Dec. 2013