A step-by-step approach for modelling complex systems with Partial Least Squares

作者：Pratley Andrew^*; van Voorthuysen Erik; Chan Ron

来源：Proceedings of the Institution of Mechanical Engineers - Part B: Journal of Engineering Manufacture , 2015, 229(5): 847-859.

DOI：10.1177/0954405414534430

• Manufacturing management
• optimisation
• statistical techniques
• modelling systems
• complex systems
• Partial Least Squares

The role of statistical analysis to improve business decisions is uniquely appropriate for engineers to champion. As systems engineering has become more widespread, engineers are developing models with a holistic view. These models are complex, requiring both theory and data to construct them. Partial Least Squares is introduced as a modelling technique that bridges the gap between engineering and business. Each of the three modes of Partial Least Squares Regression (Mode A, Mode B and Mode C analyses) is discussed with applications of each demonstrated with two case studies from industry.

• 出版日期2015-5