Efficient recommendation methods using category experts for a large dataset

•We propose four recommendation methods by exploiting the category experts.•Category experts are maintained in up-to-date through the incremental update.•Our methods satisfy both the performance as well as accuracy.•In terms of coverage, our methods overcome the existing methods.