統計學(一)

臺北科技大學 115-1 學期課程，課號 362423。

課程大綱

本課程之目的在訓練學生，使學生熟悉經常使用之統計方法與理論，能利用已知之資料整理、分析未知之現象，打好修習其他相關學科之基礎。課程內容包括：機率理論、推定、假設檢定、迴歸分析、變異數分析等。 The purpose of this course is to train student and to provide a background in the theory and methodology of general statistical issues. Topics include: probability theory, inference, hypothesis testing, regression analysis and variance analysis.

課程進度

W1 Data and Statistics (Ch 1) W2 Descriptive Statistics: Tabular and Graphical Displays (Ch 2) W3 Descriptive Statistics: Numerical Measures (Ch 3) W4 Data Distribution, Outliers and EDA (Ch 3) (Quiz 1) W5 Introduction to Probability: Experiments & Rules (Ch 4) W6 First Midterm Exam (Ch 1 - Ch 4 Fundamentals) (Exam 1) W7 Conditional Probability, Independence & Bayes' Theorem (Ch 4) W8 Discrete Probability Distributions: Expected Value (Ch 5) W9 Binomial, Poisson, and Hypergeometric Distributions (Ch 5) (Quiz 2) W10 Continuous Probability Distributions: Normal Distribution (Ch 6) W11 Second Midterm Exam (Ch 4 Advanced - Ch 6) (Exam 2) W12 Exponential Distribution and Normal Approximation (Ch 6) W13 Sampling and Sampling Distributions (Ch 7) W14 Central Limit Theorem (CLT) and Point Estimation (Ch 7) W15 Interval Estimation: Population Mean ($\sigma$ Known/Unknown) (Ch 8) Population Proportion and Sample Size Determination (Ch 8) (Quiz 3) W16 Third Midterm Exam (Final Exam Ch 7 - Ch 8) (Exam 3)

評量方式

• 3 Midterm Exams: 60% (20% each) • 3 Quizzes: 15% (5% each) • Class discuss & Attendance: (15%) • W16~17 Group report or Presentation on line: (10%)

教材

【遵守智慧財產權觀念，請使用正版教科書，不得使用非法影印教科書】 使用外文原文書：是 Statistics for Business and Economics (Anderson )