2009 RatedAspectSummarizationofShort
- (Lu et al., 2009) ⇒ Yue Lu, ChengXiang Zhai, and Neel Sundaresan. (2009). “Rated Aspect Summarization of Short Comments.” In: Proceedings of the 18th International Conference on World wide web. ISBN:978-1-60558-487-4In: Proceedings of the 18th International Conference on World wide web. ISBN:978-1-60558-487-4 doi:10.1145/1526709.1526728
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- http://scholar.google.com/scholar?q=%222009%22+Rated+Aspect+Summarization+of+Short+Comments
- http://dl.acm.org/citation.cfm?id=1526709.1526728&preflayout=flat#citedby
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Abstract
Web 2.0 technologies have enabled more and more people to freely comment on different kinds of entities (e.g. sellers, products, services). The large scale of information poses the need and challenge of automatic summarization. In many cases, each of the user-generated short comments comes with an overall rating. In this paper, we study the problem of generating a “rated aspect summary of short comments, which is a decomposed view of the overall ratings for the major aspects so that a user could gain different perspectives towards the target entity. We formally define the problem and decompose the solution into three steps. We demonstrate the effectiveness of our methods by using eBay sellers' feedback comments. We also quantitatively evaluate each step of our methods and study how well human agree on such a summarization task. The proposed methods are quite general and can be used to generate rated aspect summary automatically given any collection of short comments each associated with an overall rating.
References
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Author | volume | Date Value | title | type | journal | titleUrl | doi | note | year | |
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2009 RatedAspectSummarizationofShort | ChengXiang Zhai Yue Lu Neel Sundaresan | Rated Aspect Summarization of Short Comments | 10.1145/1526709.1526728 | 2009 |