The 28-year-old has joined the Latics for an undisclosed fee.
Kone scored 15 goals in 34 games for La Liga side Levante last season.
Kone has signed a three-year contract with the Cottagers.
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Chelsea have struggled to build momentum in the opening stages of the campaign and are currently looking over their shoulders at the relegation zone.
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