The remainder of this paper is organized as follows: Section 2
reviews the related work in comparative opinion mining. Section 3
introduces our overall approach of comparative relation extraction.
Section 4 introduces a novel graphical model we propose for
comparative relation extraction. Section 5 presents our experiments
that evaluate the proposed relation extraction approach. Section 6
concludes our study and discusses some future directions for research