Response analysis
42 articles
- Response Analysis
- What is linear statistical modelling?
- Introduction to linear statistical modelling for DOE
- Model fundamentals, and what does linear mean anyway?
- Putting it together: the modelling loop
- Before you start modelling, visualize your data
- Why is visualizing your data a great place to start?
- How to create plots of your data
- How to create plate maps of your data
- Identifying significant effects and fitting models
- Choosing the effects to include in your model
- The Find Effects Tab
- What does Find Effects do?
- Statistical Reference for Find Effects
- How to find significant effects
- How to manually adjust effects of interest
- How to use significant effects plots
- Fitting a stepwise regression model
- What are stepwise regression models?
- The statistics behind stepwise regression models
- Fitting a LASSO regression model
- What are LASSO regression models?
- The statistics behind LASSO regression models
- Assessing your model quality
- Validating Your Model
- The statistics behind model diagnostics
- Improving your model iteratively
- Fixing Model Validation Issues: Transformations and Row Sets
- The statistics behind transformations
- How to select and save subsets of my data
- How to apply and save a predefined transform to my data
- How to perform predefined column based calculations to my data
- How to apply and save a custom transform to my data
- Exploring your models and making predictions
- What can you use your models for?
- The Statistics Behind Model Prediction
- How to predict the best conditions from your model
- How to predict the best conditions from multiple models
- How to use your model to decide on next steps
- Browsing Models
- Statistical Reference for Browse Models
- Blocking factors