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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
ISSN1470-6326
出版年2004
卷号10
页码61-74
ISBN1-85312-729-9
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
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Watts, RJ,Porter, A,Minsk, B. Automated text mining comparison of Japanese and USA multi-robot research[C]:WIT PRESS,2004:61-74.
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