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Wikipedia Concepts from ESA INTRODUCTION EXPERIMENT In Semantic Annotation with RescoredESA: Rescoring Concept Features Generated From Explicit Semantic Analysis Zhuoren Jiang Miao Chen* Xiaozhong Liu Dalian Maritime University Indiana University Bloomington Indiana University Bloomington INTRODUCTION Annotating text with a set of concepts reveals semantically important entities and thus is an important step in semantic annotation. This study we try to extend a semantic annotation approach, Explicit Semantic Analysis (ESA), by enriching it with context and knowledge base. K " % T LS(C ,C ) Ei I j ESA formula: v E = v d • M RescoredESA: $∑ j=1 ' ei +α $ k ' # & r = i 1+α THE RESCORED ESA APPROACH EXPERIMENT In order to examine performance of Text In-text Wikipedia Concepts RescoredESA, we use the 20 newsgroups “I'm looking for a replacement radio/tape String Matched Wikipedia data, a widely used news data set for text player for a 1984 Toyota Tercel…” concept classification. RescoredESA, along with Radio [radio] other comparable approaches, are evaluated Tape [Cassette deck] using their performance on classifying 20 newsgroup - that is, first representing text Toyota Tercel [Toyota Tercel] with these approaches and then perform text classification based on the representation Wikipedia Concepts from ESA results. [Jimmy Van Ostrand] [Ostrander, Minnesota] RESULTS [USS Tercel (AM-386) ] [Toyota Paseo] Wikipedia Concept Network [Toyota Tercel] [Ostrander, Ohio] [John Ostrander] [Toyota Origin] [Toyota Raum] The results show that for the three text categorization methods other than [T. C. Ostrander] BalanceWinnow, the general trend is that: Concat ( BOW + RescoredESA) > BOW > InText > RescoredESA > ESA. For BalancedWinnow, the order is similar but with ESA and RescoredESA reversed: Concat( BOW + RescoredESA) > BOW > InText > ESA > Rescore- dESA. Parameter α Wikipedia concepts from RescoredESA Parameter γ [Toyota Yaris] [Toyota Corolla] [Toyota Starlet] [Butter-fly doors] [Toyota Platz] [Geo Prizm] [Toyota Tercel] [Toyota E engine] [Toyota A engine] [Toyota Sprinter] .
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