The purpose of this study is to assess the tolerability and safety of HKI-272, and to determine the maximum dose that can safety be given. The secondary purpose of this study is to determine how the body uses and gets rid of HKI-272 and to assess whether HKI-272 is effective for the treatment of advanced solid tumors.