The Hollywood Reporter said low ratings were to blame for the shows being axed.
NBC will air "Dateline" Wednesdays at 10 p.m. through November and December as well as a roster of upcoming holiday specials in place of "Ironside," which starred Blair Underwood.
Filling the void left by Mike O'Malley's "Welcome to the Family" on Thursday nights in the 8-9 p.m. time slot will first be back-to-back episodes of "Parks and Recreation," then a special edition of "The Voice," "Halloween specials" and "The Sound of Music Live," The Hollywood Reporter said.
The programs are the network's first cancellations of the 2013-14 season.
ABC recently announced it dumped its new show "Lucky 7," while CBS said last week it canceled its freshman sitcom "We Are Men."