The study hypothesis is that a dosing regimen of PROCRIT (Epoetin alfa) 80,000 Units or 120,000 Units given once every three weeks is non-inferior to ARANESP 500 mcg given once every three weeks with respect to the mean hemoglobin (Hb) change from baseline to Study Week 7 in anemic cancer patients receiving chemotherapy. Hemoglobin levels will be monitored throughout the study on a weekly basis and before each drug dose is administered. Drug dosing will be adjusted (ie, held, reduced, resumed at a lower dose) as needed to maintain hemoglobin values within desired ranges.