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Abstract: Q.LIFE® is a comprehensive predictive system to solve complex formulation optimization problems. A key piece of this Lubrizol system is its suite of empirical predictive models. Dependent upon the application, prior knowledge, and quality, quantity and nature of the data, models are developed ...

Supervised learning models are one of the most fundamental classes of machine learning models. Viewing supervised learning from a probabilistic perspective, the set of training data to which the model is fitted is usually assumed to follow a stationary distribution. However, this stationarity assumption ...