胡筱薇

副教授
行政 專任_胡筱薇主任

胡筱薇    Hu, Hsiao-Wei Associate Professor

東吳大學資料科學系副教授

研究室: H307-2
聯絡信箱: camihu@gm.scu.edu.tw

聯絡分機 : 5947

研究領域

資料探勘

商業智慧

社群網路分析與探勘

行銷科技

大數據分析

開設課程

  • 大學部課程: 
    • 計算機概論
    • 資料管理導論
    • 資料探勘
    • 資料庫管理
    • 國際校外教學 (大學/碩士班)
    • C 語言程式設計
  • Graduate Courses: 碩士班課程
    •  資料庫管理系統
  • Additional Teaching: 其他教學
    • 服務學習 (大學/碩士班)

EDUCATION

  • Ph.D., Information Management,
    National Central University 2005-2009
  • Dissertation: Constructing Decision Trees from Data with Various Label-Driven Inductions.
    Advisor: Professor Yen-Liang Chen
  • M.S., Information Management,
    National Central University 2003-2005
  • Thesis: Knowledge Discovery at Multiple Concept Levels in a Multiple Store Environment.
    Advisor: Professor Yen-Liang Chen
  • B.S. Information Management, Tamkang University 1999-2003

EMPLOYMENT HISTORY

  • 2011-present:Assistant Professor, Dept. of Information management, Fu-Jen Catholic University, Taiwan
  • 2007 – present: Consultant, Bacca Creative Consulting Co.
  • 2009 – 2010: Secretary of Minister, Council Of Labor Affairs Executive Yuan Taiwan.
  • 2008 – 2009: Visiting Scholar, Krannert School of Management, Purdue University.
  • 2008 – 2009: Research Assistant, DB Lab of NCU, Topic: “Building Decision Trees from Data with Numerical and Hierarchical Class Labels.”
  • 2006 – 2008: Adjunct Instructor, Department of Information Management, National Central University.
  • 2003 – 2006: Research Assistant, DB Lab of NCU, Topic: “The Studies of Applying Data Mining Techniques in Retail Industrial.”
  • 2001 – 2002: Consultant, Tamkang University, Information Consultancy Center.
  • 2001 – 2001: Computer Engineer, NOVA Co.

PROFESSIONAL ACTIVITIES

  • Referee, Journal of Information Management, ISBN: 1608-5752, 2014
  • Referee, IEEE SMC, ISBN: 2168-2267, 2013
  • Referee, AIAE, 2012
  • Referee, NETs, 2012
  • Member, Institute of Electrical and Electronics Engineers (IEEE)
  • Member, IEEE Communications Society, 2012
  • Program Chair, The 12th Conference on Information Management and New Technologies (IMNT ‘11)
  • Referee, Journal of Information Management, ISBN: 1608-5752, 2011
  • Referee, Chung Yuan Management Review, ISBN: 1729-8822, 2011

SERVICES INSIDE THE UNIVERSITY

  • 2013-2015 Representative, Committee to the University Meeting
  • 2012-2015 Member, IEEE Communications Society
  • 2010-2015 Student Advisor, Department of Information Management.
  • 2011 Program Chair, The 12th Conference on Information Management and New Technologies (IMNT)
  • 2010-Members, Fundraising Committee of the University

COMMITTEE AND SERVICE ACTIVITIES

  • 2010 – present: Consultant, Bacca Creative Inc
  • 2008 – 2012: Director, Young Service Leader Association.
  • 2007 – 2010: Director, Taoyuan Youth Service Actions Center.
  • 2006 – 2008: Chief Secretary, Chung-Hwa Rotary Educational Foundation.

PUBLICATIONS

  • Journal Articles
    • Hsiao-Wei Hu, Yen-Liang Chen, Kwei Tang: Constructing a decision tree for hierarchical continuous-label classification. IEEE Transactions on Systems, Man, and Cybernetics-Part B, 2013. (SCI, IF: 3.37)
    • Hsiao-Wei Hu and C.C. Wu: Novel Decision Tree Classifier for Data with Distance Labels, International Journal of Digital Content Technology and its Applications 6(9):345-352, 2012. NSC-99 (EI) .
    • Hsiao-Wei Hu, Yen-Liang Chen, Kwei Tang: A Dynamic Discretization Approach for Constructing Decision Trees with a Continuous Label. IEEE Transactions on Knowledge and Data Engineering 21(11): 1505-1514, 2009. (SCI, IF: 2.236)
    • Yen-Liang Chen, Hsiao-Wei Hu, Kwei Tang: Constructing a decision tree from data with hierarchical class labels. Expert Systems with Application 36(3): 4838-4847, 2009. (SCI, IF: 2.638)
    • Kwei Tang, Yen-Liang Chen, Hsiao-Wei Hu: Context-based market basket analysis in a multiple-store environment. Decision Support Systems 45(1): 150-163, 2008. (SCI, IF: 2.276)
  • Submitted Journal Articles
  • Conference Proceeding
    • Hsiao-Wei Hu and Chia-Wei Huang: Constructing a Post Influence-Predicting Model in Social Networking Service Based on NGD and fuzzy C-Means Algorithm, The third international conference on Social Informatics, Harvard University, Cambridge, MA 02138, USA, December 14-16, 2014. NSC-101-MY3.
    • Hsiao-Wei Hu and Chia-Wei Huang: Constructing a post influence-predicting model in social networking service based on LDA and fuzzy C-Means algorithm, 2014 International Research Conference on Engineering and Technology, Bali, Indonesia, June 27-29, 2014. NSC-101-MY2.
    • Hsiao-Wei Hu and Kuan-Jung Lien: An Approach Of Frequent Pattern Mining In Cloud-Based Environment, 2013 International Conference on Business and Information, Bali, Indonesia, July 08, 2013. NSC-101-MY1
    • Hu Hsiao-Wei and Tien Chao: The Novel Decision Tree Classifier with Distance-based Concept Hierarchy Labels, International conference on Data Mining and Its Applications (ICDMA’13), Dubai,United Arab Emirates, March 2013. NSC-101-MY1
    • Hu Hsiao-Wei and Shao-Yu Lee: Study on Influence Diffusion in Social Network, International conference on Data Mining and Its Applications(ICDMA’13), Dubai,United Arab Emirates, March 2013. NSC-101-MY1
    • Hsiao-Wei Hu: A Novel Decision Tree Classifier for Cloud Service Application with Location Aware System, BAI 2012 International Conference on Business and Information, Japan, July 03, 2012. NSC-100
    • Hsiao-Wei Hu: Chia-Chei Wu: Construct a Decision Tree from Data with Labels of Distance Concept, The 16th NASNIT (IEEE sponsored), October 24 – 26, Macao, 2011.
    • Hsiao-Wei Hu: A Customized Discretization Method for Continuous-Labels in Constructing a Decision Tree, The 17th Cross-Strait Strategy Development of Information Management, Nanjing University, China. 2011.
    • Hsiao-Wei Hu and Wen-Po Tsou: Constructing a New Youth Volunteer Collaborative Services Platform in Modern Community through the Cooperation of Fourteen Involved Universities in Taoyuan,,12th Asia Pacific Regional Volunteer Conference, Kaohsiung, Taiwan, International Association for Volunteer Effort (IAVE), November 26, 2009.
    • Yen-Liang Chen and Hsiao-Wei Hu, Knowledge discovery at multiple concept levels in a multiple store environment, International Conference on Information Management, Fu Jen Catholic University, Taiwan (2005)
  • Working Paper
    • Hsiao-Wei Hu, A Customized Discretization Method for Continuous-Labels in Constructing a Decision Tree. (2011-2013)
    • Hsiao-Wei Hu and Chia-Chei Wu, An Innovative Frequent Pattern Mining Method for Cloud Service Applications. (2012-2013)
    • Hsiao-Wei Hu and Shao-Yu Li, Sequential Influence Detections in Social Networks. (2012-2013)
    • Hsiao-Wei Hu and Chia-Chei Wu, Kuan-Jung Lien, An Incremental Method for Frequent Pattern Mining Methods in a Cloud Computing Environment. (2012-2013)
  • Research Report
    • Hsiao-Wei Hu: Apply Frequent Pattern Mining Method to the application of Web of Things Project, National Science Council, Taiwan 2014
    • Hsiao-Wei Hu: Facebook Influence Project, National Science Council, Taiwan 2014
    • Hsiao-Wei Hu: Applied Augmented Reality to a B2C ecommerce, National Science Council, Taiwan, 2013
    • Hsiao-Wei Hu: Research on decision tree induction based on cloud service application, National Science Council, Taiwan, 2012
    • Hsiao-Wei Hu: A Customized Discretization Method for Continuous-Labels in Constructing a Decision Tree, National Science Council, Taiwan, 2011

HONORS AND AWARDS

  • 2014: The Third Place Award at the 3rd XBRL Software Design Competition
    • Members: Undergrads
  • 2013: Best Teacher Awards at Fu-Jen Catholic University
  • 2013: The Fourth Place Award at the 2nd XBRL Software Design Competition
    • Members: Undergrads
  • 2013: The Fifth Place Award at the 2nd XBRL Software Design Competition
    • Members: Undergrads
  • 2013: The Third Place Award at the International ICT Innovative Services Contest
    • Team: FBI / Project: Facebook Influence
    • Members: Yu-Ze Tsen
  • 2012: The Fisrt Place Awardat the International ICT Innovative Services Contest.
    • Team: BIM-Junior / Project: Augmented Reality
    • Members: Chia-Yi Shih
  • 2011: The Second Place Award at the International ICT Innovative Services Contest.
    • Team: BIM-6 / Project: Time Banking System
    • Members: Huang Jiawei, Liang Jiahao, Zhang Jiabin, Zhou Fangyu and Xu Seoulyang
  • 2011: The Third Place Award at i-Star National Innovation Competitions of Cloud Service Application.
    • Team: BIM-1 / Project: MovingMovie
    • Members: Deng Zhongxuan, Zou Hansheng, Su Bosheng, Yang Shunfei and Liu Pinwen
  • 2011 XUEXUE Award, Special Award of the green public action group.
  • 2007 – 2008: Principal’s Scholarship of National Central University, Number Available:6, Annual Value: $420,000.
  • 2007- 2008: Research Scholarship of National Science Council, for short-term visiting fellowship to Purdue University, Annual Valus: $ 600,000.
  • 2005 – 2006: PhD Scholarship of Rotary Educational Foundation, Annual Values: $ 180,000.
  • 2004: Rotary Youth Leadership Awards.
  • 2003: Taoyuan Best Teacher of Community Awards.
  • 2003: Outstanding Employee of Tamkang Consultancy Center Awards.
  • 2003: Outstanding Employee of Tamkang Information Center.

Other Members

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