Heart failure is a common disorder in which the heart cannot pump enough blood to meet the needs of the rest of the body. Heart failure symptoms include shortness of breath, swelling, and fatigue. Standard treatment for the swelling associated with heart failure includes the use of diuretic medications, such as furosemide, which cause urination and the removal of excess fluids in the body. Although furosemide has been used to treat heart failure patients for many years, it is still unclear how much of the drug to use, and over what time period the drug should be given. This study will evaluate whether furosemide treatment is safer and more effective when the drug is given in high doses versus low doses and in two to three separate doses versus one continuous infusion.