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XuetangX

试验设计

Southeast University via XuetangX

Overview

《试验设计》是数理统计的一个重要分支。如何通过现象(正确设计试验并搜集数据)看本质(分析数据查找原因)是工程师和科研工作者必备的本领。

Syllabus

  • Chapter 1 Introduction
    • 1.1 Course introduction
    • 1.2 Basic concepts and principles of DOE
  • Chapter 2 Simple comparative experiments
    • 2.1 Basic definitions of DOE
    • 2.2 Probability distributions
    • 2.3 Hypothesis testing
  • Chapter 3 Experiments with a single factor: The analysis of variance
    • 3.1 Single factor experiments
    • 3.2 Single factor analysis of variance
    • 3.3 Residual analysis
  • Chapter 4 Randomized blocks, Latin squares, and related designs
    • 4.1 Randomized complete block design (1)
    • 4.2 Randomized complete block design (2)
    • 4.3 Latin square design
  • Chapter 5 Introduction to factorial designs
    • 5.1 Factorial designs
    • 5.2 Analysis of variance for factorial designs
    • 5.3 Fitting response curves and surfaces
  • Chapter 6 The 2^k factorial design
    • 6.1 Two level factorial design (1)
    • 6.2 Two level factorial design (2)
    • 6.3 Unreplicated factorial designs
  • Chapter 7 Blocking and confounding in the 2^k design
    • 7.1 Blocking and confounding (1)
    • 7.2 Blocking & confounding (2)
  • Chapter 8 Two-level fractional factorial designs
    • 8.1 Fractional factorial design (1)
    • 8.2 Fractional factorial design (2)
    • 8.3 Resolution III designs
  • Chapter 10 Fitting regression models
    • 10.1 Regression analysis (1)
    • 10.2 Regression analysis (2)
  • Final exam 1
    • Final exam 1
  • Final exam 2
    • Final exam 2

Taught by

Hui Sun

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