Abstract: Highlights•Knowledge transfer for data analytics in non-stationary environments is defined.•Knowledge transfer methods for classification and regression problems are reviewed.•Non-stationary environments in manufacturing are presented.•A mechanism to select knowledge transfer methods in manufacturing is proposed.
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