Ordering Concepts Based on Common Attribute Intensity

Iwanari, Tatsuya; Yoshinaga, Naoki; Kaji, Nobuhiro; Nishina, Toshiharu; Toyoda, Masashi; Kitsuregawa, Masaru

Ordering Concepts Based on Common Attribute Intensity

Tatsuya Iwanari, Naoki Yoshinaga, Nobuhiro Kaji, Toshiharu Nishina, Masashi Toyoda, Masaru Kitsuregawa

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Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence. Pages 3747-3752.

Abstract

This paper presents a novel task of ordering given concepts (e.g., London, Paris, and Rome) on the basis of common attribute intensity expressed by a given adjective (e.g., safe) and proposes statistical ordering methods that integrate heterogeneous evidence extracted from text on concept ordering. This study is aimed at deriving collective wisdom on concept ordering from social media text. Solving this task is not only interesting from a sociological perspective but also beneficial in the practical sense for those who want to order unfamiliar entities in terms of subjective attributes that are hard to quantify in order to make correct decisions. Experiments on real-world concepts revealed a strong correlation between orderings obtained by our methods and gold-standard orderings.

Tatsuya Iwanari, Naoki Yoshinaga, Nobuhiro Kaji, Toshiharu Nishina, Masashi Toyoda, and Masaru Kitsuregawa. 2016. Ordering Concepts Based on Common Attribute Intensity. In Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence, IJCAI-16. IJCAI, 3747–3752. https://ijcai.org/proceedings/2016/527

@inproceedings{ijcai2016p527,
  title     = {Ordering Concepts Based on Common Attribute Intensity},
  author    = {Iwanari, Tatsuya and Yoshinaga, Naoki and Kaji, Nobuhiro and Nishina, Toshiharu and Toyoda, Masashi and Kitsuregawa, Masaru},
  booktitle = {Proceedings of the Twenty-Fifth International Joint Conference on
               Artificial Intelligence, {IJCAI-16}},
  publisher = {AAAI Press / International Joint Conferences on Artificial Intelligence},
  editor    = {Subbarao Kambhampati},
  pages     = {3747--3752},
  year      = {2016},
  month     = {7},
  url       = {https://ijcai.org/proceedings/2016/527},
}

TY  - CPAPER
TI  - Ordering Concepts Based on Common Attribute Intensity
AU  - Iwanari, Tatsuya
AU  - Yoshinaga, Naoki
AU  - Kaji, Nobuhiro
AU  - Nishina, Toshiharu
AU  - Toyoda, Masashi
AU  - Kitsuregawa, Masaru
T2  - Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence, IJCAI-16
PB  - AAAI Press / International Joint Conferences on Artificial Intelligence
PY  - 2016
SP  - 3747
EP  - 3752
UR  - https://ijcai.org/proceedings/2016/527
ER  -