The 21-year-old striker has moved to Tynecastle for the rest of the season and made his debut in the league defeat to Celtic on Wednesday.
"I'm really happy to get a player of Ellis' quality on board," said Neilson.
"He's got a great pedigree and all the attributes to be a success up here."
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