Kellogg parted ways with UMass at the end of this past season after nine seasons in Amherst. He amassed a 155-137 record at his alma mater in that time.
Prior to his time with the Minutemen, Kellogg served as an assistant coach at Memphis, Youngstown State and George Mason.
Kellogg, a former assistant and player for John Calipari, replaces Jack Perri, who was fired at the end of the 2017 season.
Under Perri, the Blackbirds went 20-12 (13-5 Northeast Conference) to finish second in the NEC this past season.