Original: Mormonism is most closely associated with The Church of Jesus Christ of Latter-day Saints (LDS Church), which is by far the largest denomination of the Latter Day Saint movement.
Simplified: When people talk about Mormons, they often mean the followers of the Church of Jesus Christ of Latter-day Saints.