Yellow journalism was popularized by newspaper owners William Randolph Hearst and Joseph Pulitzer in the late 19th century. They used sensationalism, exaggeration, and provocative headlines to attract readers and increase circulation. While Hearst and Pulitzer played significant roles in promoting and popularizing yellow journalism, it is important to note that the style and practices existed before their involvement.