Install a programmable thermostat:

According to Energy Star's website:

A programmable thermostat is ideal for people who are away from home during set periods of time throughout the week. Through proper use of pre-programmed settings, a programmable thermostat can save you about $180 every year in energy costs.
http://www.energystar.gov/products/certified-products/detail/programmable_thermostats