Currently I have following lines in my InnoSetup file:
[Run]
Filename: "{app}\service.exe"; Parameters: "uninstall"
Filename: "{app}\service.exe"; Parameters: "install start"
[UninstallRun]
Filename: "{app}\service.exe"; Parameters: "stop"
Filename: "{app}\service.exe"; Parameters: "uninstall"