Verwaltung und Analyse bioarchäologischer und archäometrischer Daten mittels Ähnlichkeitssuche, Clusteranalyse und Ausreißererkennung

使用相似性搜索、聚类分析和异常值检测来管理和分析生物考古和考古数据

• 批准号: 221751457
• 负责人: Professor Dr. Peer Kröger
• 金额: --
• 依托单位: Institut für Informatik
• 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
• 起止时间: 2011-12-31 至 2018-12-31
• 项目状态: 已结题
• 来源: https://gepris.dfg.de/gepris/projekt/221751457?language=en
• 关键词: Verwaltung; und; Analyse; bioarch; ologischer

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.

在该项目的第一阶段，大量数据已被纳入共同数据储存库，这些数据已积累在参考区同位素图中。这种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，必须在复杂查询的接口以及复杂数据挖掘算法提取的未知模式的扩散方面授予对数据的完全访问权。这些查询的结果和提取的模式也必须储存在数据库中，这一分项目的目标是支持其他项目伙伴通过专门的数据挖掘方法，特别是聚类和异常值检测以及相似性搜索，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，使人们可以获得在这一联合项目中得出和发展的数据和方法。