MOSCOW—The Russian military has set up a “hotline” with the Israeli military to avoid an inadvertent clash in Syrian airspace, Russia’s Ministry of Defense said Thursday.

In a statement released Thursday, the Russian military said its command center at Hmeimim air base in Syria had established a link with a command post of the Israeli air force, and that training was under way between Israeli and Russian military personnel.

“The...