Houser was born in Fort Valley, Georgia, and graduated from the Marion Military Institute before receiving an appointment to the United States Naval Academy.
Houser was born in Fort Valley, Georgia to Emmett and Mary Mathews Houser. Houser attended the Marion Military Institute, graduating in 1916, before receiving an appointment to the United States Naval Academy.