vdqam: a toolkit for database quality evaluation based on visual morphology | |
Teng Dongxing ; Yang Haiyan ; Ma Cuixia ; Wang Hongan | |
2012 | |
会议名称 | 2012 IEEE Conference on Visual Analytics Science and Technology, VAST 2012 |
会议日期 | October 14, 2012 - October 19, 2012 |
会议地点 | Seattle, WA, United states |
关键词 | Data mining Data reduction Graphical user interfaces Loading Losses Morphology |
页码 | 245-246 |
中文摘要 | Data quality evaluation is one of the most critical steps during the data mining processes. Data with poor quality often leads to poor performance in data mining, low efficiency in data analysis, wrong decision which bring great economic loss to users and organizations further. Although many researches have been carried out from various aspects of the extracting, transforming, and loading processes in data mining, most researches pay more attention to analysis automation than to data quality evaluation. To address the data quality evaluation issues, we propose an approach to combine human beings' powerful cognitive abilities in data quality evaluation with the high efficiency ability of computer, and develop a visual analysis method for data quality evaluation based on visual morphology. © 2012 IEEE. |
英文摘要 | Data quality evaluation is one of the most critical steps during the data mining processes. Data with poor quality often leads to poor performance in data mining, low efficiency in data analysis, wrong decision which bring great economic loss to users and organizations further. Although many researches have been carried out from various aspects of the extracting, transforming, and loading processes in data mining, most researches pay more attention to analysis automation than to data quality evaluation. To address the data quality evaluation issues, we propose an approach to combine human beings' powerful cognitive abilities in data quality evaluation with the high efficiency ability of computer, and develop a visual analysis method for data quality evaluation based on visual morphology. © 2012 IEEE. |
收录类别 | EI |
会议主办者 | IEEE Visualization and Graphics Technical Committee (VGTC) |
会议录 | IEEE Conference on Visual Analytics Science and Technology 2012, VAST 2012 - Proceedings |
语种 | 英语 |
ISBN号 | 9781467347532 |
内容类型 | 会议论文 |
源URL | [http://ir.iscas.ac.cn/handle/311060/15822] |
专题 | 软件研究所_软件所图书馆_会议论文 |
推荐引用方式 GB/T 7714 | Teng Dongxing,Yang Haiyan,Ma Cuixia,et al. vdqam: a toolkit for database quality evaluation based on visual morphology[C]. 见:2012 IEEE Conference on Visual Analytics Science and Technology, VAST 2012. Seattle, WA, United states. October 14, 2012 - October 19, 2012. |
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