Go to ‘Connected accounts’, search for the LinkedIn connection and right click on the trash can on the right. Then click the LinkedIn button to reconnect your account. Keep in mind that the API will select the account you are currently logged into via the browser. If you want to connect another account, first log out on the account that is active.