Verwaltung und Analyse bioarchäologischer und archäometrischer Daten mittels Ähnlichkeitssuche, Clusteranalyse und Ausreißererkennung
Verwaltung und Analyse bioarchäologischer und archäometrischer Daten mittels Ähnlichkeitssuche, Clusteranalyse und Ausreißererkennung
批准号:
221751457
负责人:
Professor Dr. Peer Kröger
金额:
$0.0万
依托单位:
依托单位国家:
德国
项目类别:
Research Units
财政年份:
2012
资助国家:
德国
项目状态:
已结题
起止时间:
2011-12-31 至 2018-12-31
中文摘要
在项目的第一阶段,已将丰富的数据集成到参考区域同位素图中积累的公共数据存储库中。这个综合数据源提供了全面探索考古问题的可能性,包括考古发现的各个方面,超越了传统方法的局限性,传统方法通常只基于一个或很少几个方面。然而,为了促进同位素图的这种全面应用,就复杂查询的接口以及由复杂数据挖掘算法提取的未知模式的扩散而言,必须授予对数据的完全访问权限。这些查询的结果和提取的模式也必须存储在数据库中。这个子项目的目标是通过数据挖掘的专用方法,特别是聚类和离群值检测以及相似性搜索,支持其他项目伙伴应用同位素图。这些方法将通过一个可持续的门户网站向公众开放,并提供在这个联合项目中获得和发展的数据和方法。
英文摘要
In the first phase of the project, a wealth of data has been integrated into common data repository that has accumulated in an isotopic map of the reference region. This integrated data source offers the possibility for a comprehensive exploration of archaeological questions including various aspects of archaeological findings beyond the limitations of traditional approaches that are typically based on only one or very few aspects. To facilitate this comprehensive application of the isotopic map, however, full access to the data has to be granted in terms of interfaces for complex queries as well as the proliferation of unknown patterns extracted by sophisticated data mining algorithms. The results of these queries and the extracted patterns must be stored in the database, too.The goal of this sub-project is the support of the other project partners in applying the isotopic map through dedicated methods for data mining, in particular clustering and outlier detection, as well as similarity search. These methods will be publicly accessible through a sustainable web portal making the data and the methods derived and developed in this joint project available.
期刊论文(0)
专著(0)
科研奖励(0)
会议论文
Efficient Database Techniques for Reverse k-Nearest Neighbor Search
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批准号:195108173
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项目类别:Research Grants
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资助金额:$0.0万
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财政年份:2011
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负责人:Professor Dr. Peer Kröger
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依托单位:
Learned Indexing for Similarity Searching
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批准号:512436663
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项目类别:Research Grants
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资助金额:$0.0万
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财政年份:--
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负责人:Professor Dr. Peer Kröger
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依托单位:
海外基金