West will have lunch with the Republican president and also meet with Trump adviser and son-in-law Jared Kushner on Thursday, according to the White House.
"Topics of discussions will include manufacturing resurgence in America, prison reform, how to prevent gang violence, and what can be done to reduce violence in Chicago," White House spokesperson Sarah Sanders said in a statement.
Kanye West changes his name to Ye
Speaking to reporters on the White House lawn, Trump said West was a "terrific guy." "He loves what we're doing for African-American jobs, for so many different things. Median incomes ... is at all-time high. Poverty level at the best rate, meaning the lowest rate. And Kanye is a smart guy and he sees that," Trump said.
The president said West would bring NFL Hall of Fame running back Jim Brown with him. "Big Jim Brown. ... He was unstoppable. And he's been a friend of mine," Trump said.
West emerged as one of Trump's most high-profile celebrity supporters during the 2016 presidential election campaign. He was booed at a concert shortly after the election for declaring his support for Trump, although he said he had not voted.
The influential rapper was booed again last month when he appeared on stage after the broadcast of the television show "Saturday Night Live" season premiere wearing a Trump campaign trademark red MAGA (Make America Great Again) hat.
Kanye West responds to controversy over 13th amendment tweet
On Monday, Trump pledged to end a "crime spree" in Chicago, where West grew up, and called for loosening restrictions on police in the third-largest US city to allow stopping and frisking suspects for weapons and other contraband.
In 2013, a federal judge ruled that the New York Police Department's use of stop and frisk tactics disproportionately targeted black and Hispanic people, saying police had violated the US Constitution's protections against unreasonable searches.
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