We propose a new OS-ELM method for solving online sequential data imbalance problem.
We propose a hybrid sampling strategy for various data distribution characteristics.
We prove theoretically the rationality and validity of this strategy.
We conduct a number of experiments on IMS bearing and CRWU bearing data.