回答关于不完整数据的反向天际线查询的why-not问题

B. J. Santoso, Tosca Yoel Connery
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引用次数: 2

摘要

近年来,基于查询的偏好的发展受到了研究人员和数据用户的广泛关注。最流行的基于偏好的查询之一是skyline查询,它将给出不受任何其他记录支配的高级记录子集。随着天际线查询的发展,一个反向的天际线查询出现了。此查询的目的是获取有关查询点的信息,这些查询点将数据或记录作为其skyline查询结果的一部分。此外,面向数据的IT开发要求科学家能够在所有条件下处理数据。在现实世界中,由于损坏、丢失和隐私,存在不完整的多维数据。为了提高数据集的可用性,本研究将讨论在不完整数据上处理反向天际线查询的问题之一,即“为什么不”问题。对于这个“为什么不”问题,考虑的解决方案是建议和步骤,以便最初不考虑不完整数据的查询点稍后可以将记录或不完整数据作为结果的一部分。在本研究中,随着问题的解决,将进一步讨论不完全数据之间的优势关系。此外,还进行了一些绩效评估,以衡量效率和有效性的水平。
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ANSWERING WHY-NOT QUESTIONS ON REVERSE SKYLINE QUERIES OVER INCOMPLETE DATA
Recently, the development of the query-based preferences has received considerable attention from researchers and data users. One of the most popular preference-based queries is the skyline query, which will give a subset of superior records that are not dominated by any other records. As the developed version of skyline queries, a reverse skyline query rise. This query aims to get information about the query points that make a data or record as the part of result of their skyline query.      Furthermore, data-oriented IT development requires scientists to be able to process data in all conditions. In the real world, there exist incomplete multidimensional data, both because of damage, loss, and privacy. In order to increase the usability over a data set, this study will discuss one of the problems in processing reverse skyline queries over incomplete data, namely the "why-not" problem. The considered solution to this "why-not" problem is advice and steps so that a query point that does not initially consider an incomplete data, as a result, can later make the record or incomplete data as part of the results. In this study, there will be further discussion about the dominance relationship between incomplete data along with the solution of the problem. Moreover, some performance evaluations are conducted to measure the level of efficiency and effectiveness.
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