Why is my battery discharging so quicky

I replaced the battery, hoping that was the problem. But, it's not. There must be some software running all the time, that I have been unable to detect, that runs the battery down. With no apps, or internet usage, or phone calls, it goes from 100% charged to 50% charged, in 4 hours