Choose your flavor for your linux OS, the 32-bit or 64-bit version.
Change the permissions to the installer
chmod 755 xampp-linux-*-installer.run
Run the installer
sudo ./xampp-linux-*-installer.run
That's all. XAMPP is now installed below the /opt/lampp directory.