Support vector mind map of wine speak

Brendan Flanagan, Sachio Hirokawa

研究成果: Chapter in Book/Report/Conference proceedingConference contribution

抜粋

Models created by blackbox machine learning techniques such as SVM can be difficult to interpret. It is because these methods do not offer a clear explanation of how classifications are derived that is easy for humans to understand. Other machine learning techniques, such as: decision trees, produce models that are intuitive for humans to interpret. However, there are often cases where an SVM model will out preform a more intuitive model, making interpretation of SVM trained models an important problem. In this paper, we propose a method of visualizing linear SVM models for text classification by analyzing the relation of features in the support vectors. An example of this method is shown in a case study into the interpretation of a model trained on wine tasting notes.

元の言語英語
ホスト出版物のタイトルHuman Interface and the Management of Information
ホスト出版物のサブタイトルInformation, Design and Interaction - 18th International Conference, HCI International 2016, Proceedings
編集者Sakae Yamamoto
出版者Springer Verlag
ページ127-135
ページ数9
ISBN(印刷物)9783319403489
DOI
出版物ステータス出版済み - 1 1 2016
イベント18th International Conference on Human-Computer Interaction, HCI International 2016 - Toronto, カナダ
継続期間: 7 17 20167 22 2016

出版物シリーズ

名前Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
9734
ISSN(印刷物)0302-9743
ISSN(電子版)1611-3349

その他

その他18th International Conference on Human-Computer Interaction, HCI International 2016
カナダ
Toronto
期間7/17/167/22/16

All Science Journal Classification (ASJC) codes

  • Theoretical Computer Science
  • Computer Science(all)

フィンガープリント Support vector mind map of wine speak' の研究トピックを掘り下げます。これらはともに一意のフィンガープリントを構成します。

  • これを引用

    Flanagan, B., & Hirokawa, S. (2016). Support vector mind map of wine speak. : S. Yamamoto (版), Human Interface and the Management of Information: Information, Design and Interaction - 18th International Conference, HCI International 2016, Proceedings (pp. 127-135). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); 巻数 9734). Springer Verlag. https://doi.org/10.1007/978-3-319-40349-6_13