基本素養 Basic Literacy

人文與倫理素養
Quality of humanism and ethics.
誠信素養
Integrity.
社會關懷
Care for society.

核心能力 Competence

工程領域之專業知識
Professional knowledge in engineering field.
策劃及執行專題研究之能力
Plan and execute case study.
撰寫專業論文之能力
Write professional essays.
創新思考及獨立解決問題之能力
Creative thinking and independent problem-solving ability.
與不同領域人員協調整合之能力
Integration and negotiation with other fields’ experts.
廣闊之國際視野
Wide global vision.
領導、管理及規劃的能力
Leadership, management, arrangement ability.
終身自我學習成長之能力
Lifelong self-learning ability.
國際視野
Global vision.

課程概述 Course Description

介紹資訊領域之基本研究方法,並探討社群網路分析與資料探勘相關議題時下之研究方向
In this course, fundamental capabilities for conducting a research work in the information science field is introduced. Also, corresponding papers are explored to understand state of the art of both issues of social network analysis and data mining.

課程學習目標 Course Objectives

  • 培育資訊領域之基本研究知能
  • 養成系統分析模擬與實作能力
  • 增進學生國際視野
  • 課程進度 Progress Description

    進度說明 Progress Description
    1Course Overview Introduction to Data Mining Introduction to Social Network Analysis Storytelling with Data Project-based Learning: Beginning with the End in Mind Data Visualization Term Project: Proposal Data Collection Data Preprocessing Mining Frequent Patterns, Associations, and Correlations Time Series Forecasting Term Project: Progress Report Data Classification (1) Data Classification (2) Data Clustering Outlier Detection Term Project: Deliverables Final Exam Course Overview Introduction to Data Mining Introduction to Social Network Analysis Storytelling with Data Project-based Learning: Beginning with the End in Mind Data Visualization Term Project: Proposal Data Collection Data Preprocessing Mining Frequent Patterns, Associations, and Correlations Time Series Forecasting Term Project: Progress Report Data Classification (1) Data Classification (2) Data Clustering Outlier Detection Term Project: Deliverables Final Exam Course Overview Introduction to Data Mining Introduction to Social Network Analysis Storytelling with Data Project-based Learning: Beginning with the End in Mind Data Visualization Term Project: Proposal Data Collection Data Preprocessing Mining Frequent Patterns, Associations, and Correlations Time Series Forecasting Term Project: Progress Report Data Classification (1) Data Classification (2) Data Clustering Outlier Detection Term Project: Deliverables Final Exam Course Overview Introduction to Data Mining Introduction to Social Network Analysis Storytelling with Data Project-based Learning: Beginning with the End in Mind Data Visualization Term Project: Proposal Data Collection Data Preprocessing Mining Frequent Patterns, Associations, and Correlations Time Series Forecasting Term Project: Progress Report Data Classification (1) Data Classification (2) Data Clustering Outlier Detection Term Project: Deliverables Final Exam Course Overview Introduction to Data Mining Introduction to Social Network Analysis Storytelling with Data Project-based Learning: Beginning with the End in Mind Data Visualization Term Project: Proposal Data Collection Data Preprocessing Mining Frequent Patterns, Associations, and Correlations Time Series Forecasting Term Project: Progress Report Data Classification (1) Data Classification (2) Data Clustering Outlier Detection Term Project: Deliverables Final Exam Course Overview
    2Introduction to Data Mining
    3Introduction to Social Network Analysis
    4Storytelling with Data
    5Project-based Learning: Beginning with the End in Mind
    6Data Visualization
    7Term Project: Proposal
    8Data Collection
    9Data Preprocessing
    10Mining Frequent Patterns, Associations, and Correlations
    11Time Series Forecasting
    12Term Project: Progress Report
    13Data Classification (1)
    14Data Classification (2)
    15Data Clustering
    16Outlier Detection
    17Term Project: Deliverables
    18Final Exam
     以上每週進度教師可依上課情況做適度調整。The schedule may be subject to change.

    有關課程其他調查 Other Surveys of Courses

    1.本課程是否規劃業界教師參與教學或演講?
    Is there any industry specialist invited in this course? How many times?
    2.本課程是否規劃含校外實習(並非參訪)?
    Are there any internships involved in the course? How many hours?
    3.本課程是否可歸認為學術倫理課程? 否
    Is this course recognized as an academic ethics course? In the course how many hours are regarding academic ethics topics? No
    4.本課程是否屬進入社區實踐課程?
    Is this course recognized as a Community engagement and Service learning course? Which community will be engaged?