A goal from Chung-Yong Lee gave Bolton a 1-0 win and Owen Coyle's first triumph at the helm - against the Burnley outfit that he left less than a month ago.
Lee made the breakthrough in the 34th minute with a shot that hit the underside of bar and went in, although it was disputed by the visitors.
That was enough to separate the sides, with Bolton overtaking Burnley in the table in the process.
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