This is an on-demand version of the webinar held on February 13, 2025.
They are re-recorded and edited for on-demand viewing. All videos are approximately 50 minutes long.
table of contents
Chapter 1. Overview of PLS regression
Chatepr 2. Basic operations and reports for PLS regression
Chapter 3. Examples of analysis using PLS regression
Chapter 4. Aiming to improve prediction accuracy with PLS regression
Chapter 1. Overview of PLS regression (8 minutes 30 seconds)
- What is PLS regression?
- When is PLS regression useful?
- Building a good model in PLS regression and setting the number of factors
Chapter 2. Basic Operations and Reporting of PLS Regression
Section 1. Basic Operations and Reports Part 1 (12 minutes 25 seconds)
- Determining the number of factors
- Default reports (explained variation, model coefficients, etc.)
- Loading plots, score plots, and biplots
Section 2. Basic operations and reports Part 2 (13 minutes 6 seconds)
- Variable Importance (VIP) plot
- Prediction Profiler
- Saving prediction formulas
Chapter 3. Analysis example using PLS regression (11 minutes 38 seconds)
Chapter 4. Aiming to improve prediction accuracy with PLS regression (6 minutes 25 seconds)
- What can you do with PLS regression in JMP Pro?
- PLS-DA (PLS discriminant analysis), etc.
