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The proliferation of the internet has caused the process of browsing and searching for information to become extremely cumbersome. While many search engines provide reasonable information, they still fall short by overwhelming users with a multitude of often irrelevant results. We present the ... [More] Automatic Concept Extraction (ACE) algorithm, which can aid users performing searches using search engines. We discuss ACE both theoretically, and in the context of a Graphical User Interface and implementation which we have constructed in java to aid in qualitatively evaluating our algorithm. ACE is found to perform at least as well or better than 4 other related algorithms which we survey in the literature. [Less]