JNJ-26483327, a multi-targeted reversible kinase inhibitor, is a new drug in development for treatment of cancer. This study will test the safety (the effect on the body) of JNJ-26483327 and the highest dose of JNJ-26483327 that patients with advanced cancer can tolerate will be determined. Antitumor activity of JNJ-26481585 will be evaluated.