TOKYO—Japanese Prime Minister Shinzo Abe looks ready to bet on casinos becoming another driver for the economy as part of his administration's latest growth strategy to be set out later this month.

The Japanese government plans to add integrated resorts—as casinos are known by their proponents—to the menu of items in the strategy, three government officials with knowledge of the plans said.

Mr....