An Implementation of Rough Information Analysis Tool and Its Application to Data by Questionnaires
An Implementation of Rough Information Analysis Tool and Its Application to Data by Questionnaires
批准号:
16500176
负责人:
SAKAI Hiroshi
金额:
$1.98万
依托单位国家:
日本
项目类别:
Grant-in-Aid for Scientific Research (C)
财政年份:
2004
资助国家:
日本
项目状态:
已结题
起止时间:
2004 至 2005
中文摘要
点击翻译按钮获取中文摘要
英文摘要
In this research, we have developed a data analysis tool, which can handle rough sets based concepts, and we applied this tool to analyzing data by questionnaires. For tables with numerical values, multivariate analysis has mainly been employed, and especially regression analysis is applied to generate regression lines from tables with numerical values. In tables with numerical values, it is possible to obtain mean and variance of data. However in tables with categorical data, mean and variance may not be defined, and multivariate analysis may not be applied to analyzing tables with categorical values. For such tables, we apply rough sets based concepts, and we have realized tool programs, which can handle rough sets based concepts.We employed C and Prolog language, and realized programs handling rough sets based concepts, like a program for the definability of a set, a program for manipulating equivalence relations in tables, a program for checking data dependency, a program for calculating criteria support,. accuracy and coverage, a program for generating rules from tables, etc. According to these basic programs, we have realized several tool programs.We have applied these tool programs to analyzing class evaluation data by students, which consists of evaluation on 16 questions by 60 students. We obtained several results, and the most characteristic rule is such that "If every student felt that the teacher was polite in every class, the evaluation of this student is good." The impression of a teacher to every student seems to strongly influence the evaluation of the class.
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Possible Equivalence Relations and Their Application to Hypothesis Generation in Non-deterministic Information Systems
可能的等价关系及其在非确定性信息系统中假设生成的应用
DOI:
--
发表时间:
2004
期刊:
Transactions on Rough Sets, International Rough Set Society Vol.2
影响因子:
--
作者:
[M.Iida, I.Hofuku, 中村 剛, Hiroshi Sakai]
通讯作者:
Hiroshi Sakai
DOI:
10.1007/11548669_34
发表时间:
2005-08
期刊:
影响因子:
--
作者:
[M. Nakata;H. Sakai]
通讯作者:
M. Nakata;H. Sakai
On a Tool for Rough Non-deterministic Information Analysis
一种粗略的非确定性信息分析工具
DOI:
--
发表时间:
2004
期刊:
Proceedings of the 3rd Workshop on Rough Sets and Kansei Engineering
影响因子:
--
作者:
[Sakurai, H., Hiroshi Sakai]
通讯作者:
Hiroshi Sakai
Rough sets based Minimal Certain Rule Generation in Non-deterministic Information Systems : An Overview
非确定性信息系统中基于粗糙集的最小确定规则生成:概述
DOI:
--
发表时间:
2005
期刊:
Frontiers in Artificial Intelligence and Applications, IOS Press Vol.132
影响因子:
--
作者:
[Hiroshi Sakai, Michinori Nakata]
通讯作者:
Michinori Nakata
Rough-Sets-based Approaches to Containing Incomplete Information : Possibility based Cases
基于粗糙集的包含不完整信息的方法:基于可能性的案例
DOI:
--
发表时间:
2005
期刊:
Frontiers in Artificial Intelligence and Applications, IOS press 132
影响因子:
--
作者:
[Hiroshi Sakai, Michinori Nakata, Hiroshi Sakai, Michinori Nakata, Hiroshi Sakai, Michinori Nakata, Hiroshi Sakai, Michinori Nakata]
通讯作者:
Michinori Nakata
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国内基金
海外基金
Scalable Learning and Optimization: High-dimensional Models and Online Decision-Making Strategies for Big Data Analysis
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批准号:--
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资助金额:--
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依托单位: