摘要
An efficient term mining method to build a general term network is presented for entity relation visualization and exploration. Terms from each document in the corpus are first identified. They are subjected to an analysis for their association weights, which are accumulated over all the documents for each term pair. The resulting term association matrix is used to build a general term network. A set of terms having similar attributes can then be given to extract the desired sub-network from the general term network for visualization. This analysis scenario based on the collective terms of the similar type or from the same source enables evidence-based relation exploration. Some practical instances of crime investigations were demonstrated. Our application examples show that term relations, be it causality, coupling, or others, can be effectively revealed by our method and verified by the underlying corpus. This work contributes by presenting an efficient and effective term-relationship mining method and extending the applicability of term networks to a broader range of informatic tasks.
| 原文 | 英語 |
|---|---|
| 主出版物標題 | Proceedings - 3rd International Conference on Data Mining and Intelligent Information Technology Applications, ICMIA 2011 |
| 頁面 | 1-4 |
| 頁數 | 4 |
| 出版狀態 | 已發佈 - 2011 |
| 事件 | 3rd International Conference on Data Mining and Intelligent Information Technology Applications, ICMIA 2011 - Macau, 澳门 持續時間: 2011 10月 24 → 2011 10月 26 |
出版系列
| 名字 | Proceedings - 3rd International Conference on Data Mining and Intelligent Information Technology Applications, ICMIA 2011 |
|---|
其他
| 其他 | 3rd International Conference on Data Mining and Intelligent Information Technology Applications, ICMIA 2011 |
|---|---|
| 國家/地區 | 澳门 |
| 城市 | Macau |
| 期間 | 2011/10/24 → 2011/10/26 |
UN SDG
此研究成果有助於以下永續發展目標
-
SDG 16 和平、正義與強韌的制度
ASJC Scopus subject areas
- 人工智慧
- 資訊系統
指紋
深入研究「Term mining for relation visualization and exploration - Some practical applications in crime investigation」主題。共同形成了獨特的指紋。引用此
- APA
- Standard
- Harvard
- Vancouver
- Author
- BIBTEX
- RIS