A survey on knowledge transfer for manufacturing data analytics

•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.