Authors
Diana C Cavalcanti, Ricardo BC Prudêncio, Shreyasee S Pradhan, Jatin Y Shah, Ricardo S Pietrobon
Publication date
2011/11/7
Conference
2011 IEEE 23rd International Conference on Tools with Artificial Intelligence
Pages
156-162
Publisher
IEEE
Description
The impact of a publication is often measured by the number of citations it received, this number being taken as a proxy for the relevance of published work. However, a higher citation index does not necessarily mean that a publication necessarily had a positive feedback from citing authors, as a citation can represent a negative criticism. In order to overcome this limitation, we used sentiment analysis to rate citations as positive, neutral or negative. Adjectives are initially extracted from the citations, with the SentiWordNet lexicon being used to rate the degree of positivity and negativity for each adjective. Relevance scores were then computed to rank citations according to the sentiment expressed in the text corresponding to each citation. As expected for accurate information retrieval systems, higher precision rates were observed in the initial points of the curve. The SRC (0.6728) computed using number of raw …
Total citations
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Scholar articles
DC Cavalcanti, RBC Prudêncio, SS Pradhan, JY Shah… - 2011 IEEE 23rd International Conference on Tools with …, 2011