Introduction to blocking in experimental design

The video introduces the blocking strategy with a focus on blocking in two-level factorial designs. Randomization, blocking and replication are also discussed as three basic principles of experimental design.
This video was recorded by Dr. Erik Vanhatalo, Quality technology and logistics, Luleå University of Technology (LTU), Sweden. The primary purpose of this video is to be learning material for undergraduate and graduate students following a course in design and analysis of experiments at LTU. The course book used in these courses are primarily: Montgomery, D.C. (2013). Design and Analysis of Experiments. Wiley.
Chapters
0:00 Introduction
0:27 Three basic principles of Experimental design
1:55 Why randomize experimental runs?
3:28 When to and when not to randomize runs?
4:31 When to use Blocking in experimental design?
5:16 Why to block?
5:39 How to construct the blocks?
6:10 Illustration, a simple case 2^2 design in two blocks
8:01 Illustration, a 2^3 design in two blocks
8:34 Illustration, a 2^3 design in four blocks
9:46 Recommended block generators for two-level designs
10:43 Main messages in this video

Пікірлер: 5

  • @punksnotdead4766
    @punksnotdead47663 жыл бұрын

    Nice video Erik

  • @AGoodBean
    @AGoodBean Жыл бұрын

    Are the highest order interactions chosen to be confounded because they provide the least useful information?

  • @AGoodBean

    @AGoodBean

    Жыл бұрын

    I've been thinking about it, and I think info from higher order effects is less likely to be statistically significant and more difficult to interpret. Is that the reason why they are selected?

  • @erikvanhatalo7

    @erikvanhatalo7

    Жыл бұрын

    Yes, the fact that higher order interactions are less likely to accurr (a priori) makes them good candidates to "sacrifice" to blocks. Higher order interactions do occur but have been shown to occur much more seldom than main effects and low order interctions in real life. Best wishes! Erik

  • @AGoodBean

    @AGoodBean

    Жыл бұрын

    @@erikvanhatalo7 thanks