This is a little hidden but you can log out if you follow the below process:
- Click on the LinkedIn profile icon in the navigation bar (looks like a head and shoulders surrounded by a circle)
- Click on the settings cog to the right of your name
- Scroll down to the bottom of the page
- Click on the log out link
You will then have the option of logging in again under a different account.