Kernel-PLS-for-regression-and-monitoring

Python implementation of Kernel PLS algorithm (KPLS) and its application for regression and process monitoring using numerical examples.

References:

1. KPLS algorithm: "Nonlinear Partial Least Squares: An Overview" by Roman Rosipal (https://www.researchgate.net/publication/266488967_Nonlinear_Partial_Least_Squares_An_Overview)
2. KPLS-based fault detection: 'Machine Learning in Python for Process and Equipment Condition Monitoring, and Predictive Maintenance' [https://leanpub.com/ML-Python-for-PM-PdM]