Knowledge Resource Center for Ecological Environment in Arid Area
Automated text mining comparison of Japanese and USA multi-robot research | |
Watts, RJ; Porter, A; Minsk, B | |
通讯作者 | Watts, RJ |
会议名称 | 5th International Conference on Data Mining |
会议日期 | SEP 15-17, 2004 |
会议地点 | Malaga, SPAIN |
英文摘要 | Wouldn't it be nice to automatically categorize documented research to distinguish organizational R&D emphases? For example, in the area of multirobot research, one could surmise that Japanese sources have less emphasis than expected on biological approaches and reconfigurable robots, and more emphasis than expected on human-robot interface, motion coordination and robot learning. Development and analysis of such a capability comprises the subject of this paper. Over the past decade, we have been developing a software tool for text analysis and classification, the Technology Opportunities Analysis of Scientific Information System (Tech OASIS). The Tech OASIS tool suite contains two information clustering algorithms, both of which evolved from principle components analysis (PCA). Based on the terms contained in an abstracts record field (e.g., abstract noun phrases, keywords, class codes, etc.), Tech OASIS generates topical clusters. We have now developed a capability to assess expectancy (i.e. binomial distribution likelihood) of occurrences. We demonstrate the derived analysis technique on the abstracts of 354 multi-robot research papers, principally, those from Japanese and USA sources. |
英文关键词 | text mining expectancy measure principal components analysis factor mapping principal components decomposition multi-robot research VantagePoint visualization of statistical measures |
来源出版物 | DATA MINING V |
ISSN | 1470-6326 |
出版年 | 2004 |
卷号 | 10 |
页码 | 61-74 |
ISBN | 1-85312-729-9 |
出版者 | WIT PRESS |
类型 | Proceedings Paper |
语种 | 英语 |
国家 | USA |
收录类别 | CPCI-S |
WOS记录号 | WOS:000226691500007 |
WOS类目 | Computer Science, Information Systems ; Computer Science, Interdisciplinary Applications |
WOS研究方向 | Computer Science |
资源类型 | 会议论文 |
条目标识符 | http://119.78.100.177/qdio/handle/2XILL650/294809 |
作者单位 | (1)USA, Tank Automot & Armaments Command, Warren, MI 48397 USA |
推荐引用方式 GB/T 7714 | Watts, RJ,Porter, A,Minsk, B. Automated text mining comparison of Japanese and USA multi-robot research[C]:WIT PRESS,2004:61-74. |
条目包含的文件 | 条目无相关文件。 |
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。