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- W2963252224 abstract "This paper aims at an aspect sentiment model for aspect-based sentiment analysis (ABSA) focused on micro reviews. This task is important in order to understand short reviews majority of the users write, while existing topic models are targeted for expert-level long reviews with sufficient co-occurrence patterns to observe. Current methods on aggregating micro reviews using metadata information may not be effective as well due to metadata absence, topical heterogeneity, and cold start problems. To this end, we propose a model called Micro Aspect Sentiment Model (MicroASM). MicroASM is based on the observation that short reviews 1) are viewed with sentiment-aspect word pairs as building blocks of information, and 2) can be clustered into larger reviews. When compared to the current state-of-the-art aspect sentiment models, experiments show that our model provides better performance on aspect-level tasks such as aspect term extraction and document-level tasks such as sentiment classification." @default.
- W2963252224 created "2019-07-30" @default.
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- W2963252224 date "2017-11-01" @default.
- W2963252224 modified "2023-09-23" @default.
- W2963252224 title "Aspect Sentiment Model for Micro Reviews" @default.
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- W2963252224 doi "https://doi.org/10.1109/icdm.2017.83" @default.
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