Analysis of Adjective-Noun Word Pair Extraction Methods for Online Review Summarization

Yatani, Koji; Novati, Michael; Trusty, Andrew; Truong, Khai N.

doi:10.5591/978-1-57735-516-8/IJCAI11-461

Analysis of Adjective-Noun Word Pair Extraction Methods for Online Review Summarization

Koji Yatani, Michael Novati, Andrew Trusty, Khai N. Truong

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Proceedings of the Twenty-Second International Joint Conference on Artificial Intelligence. Pages 2771-2775.

https://doi.org/10.5591/978-1-57735-516-8/IJCAI11-461

Abstract

Many people read online reviews written by other users to learn more about a product or venue. However, the overwhelming amount of user- generated reviews and variance in length, detail and quality across the reviews make it difficult to glean useful information. In this paper, we present a summarization system called Review Spotlight. It provides a brief overview of reviews by using adjective- noun word pairs extracted from the review text. The system also allows the user to click any word pair to read the original sentences from which the word pair was extracted. We present our system implementation as a Google Chrome browser extension, and an evaluation on how two word pair scoring methods (TF and TF-IDF) affect the identification of useful word pairs.

Koji Yatani, Michael Novati, Andrew Trusty, and Khai N. Truong. 2011. Analysis of Adjective-Noun Word Pair Extraction Methods for Online Review Summarization. In Proceedings of the Twenty-Second International Joint Conference on Artificial Intelligence, IJCAI-11. IJCAI, 2771–2775. https://doi.org/10.5591/978-1-57735-516-8/IJCAI11-461

@inproceedings{ijcai2011p461,
  title     = {Analysis of Adjective-Noun Word Pair Extraction Methods for Online Review Summarization},
  author    = {Yatani, Koji and Novati, Michael and Trusty, Andrew and Truong, Khai N.},
  booktitle = {Proceedings of the Twenty-Second International Joint Conference on
               Artificial Intelligence, {IJCAI-11}},
  publisher = {AAAI Press/International Joint Conferences on Artificial Intelligence},
  editor    = {Toby Walsh},
  pages     = {2771--2775},
  year      = {2011},
  month     = {7},
  doi       = {10.5591/978-1-57735-516-8/IJCAI11-461},
  url       = {https://doi.org/10.5591/978-1-57735-516-8/IJCAI11-461},
}

TY  - CPAPER
TI  - Analysis of Adjective-Noun Word Pair Extraction Methods for Online Review Summarization
AU  - Yatani, Koji
AU  - Novati, Michael
AU  - Trusty, Andrew
AU  - Truong, Khai N.
T2  - Proceedings of the Twenty-Second International Joint Conference on Artificial Intelligence, IJCAI-11
PB  - AAAI Press/International Joint Conferences on Artificial Intelligence
PY  - 2011
SP  - 2771
EP  - 2775
DO  - 10.5591/978-1-57735-516-8/IJCAI11-461
UR  - https://doi.org/10.5591/978-1-57735-516-8/IJCAI11-461
ER  -