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Modeling interactions based on consistent patterns

机译:基于一致模式对交互进行建模

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Providers of Web based services are interested in monitoring theusage of their services in combination with those of other providers.The identification of services frequently accessed together may bevaluable as a basis for strategic collaboration among their owners. Wepropose data mining to discover services of different providers whichcould complement one another, based on their usage. In particular wemodel the activities of a user as a sequence of service invocationsrecorded in a log, on which pattern discovery techniques can be applied.However we claim that conventional sequence mining is not adequate forthis type of application. This is because, conventional miningconcentrates on frequent (or infrequent) patterns of access, while wealso require a notion of the consistency of these access patterns as abasis for collaboration. We present a model for constructing patternsthat depict consistently used sequences of activities. This model isgeneral enough to be applied to any system of autonomous entities, whererelationships between entities are dynamic. For testing our model, wehave analyzed the behavior of users in a news group, in order todetermine consistent patterns in the way users respond to questionsposed to the group
机译:基于Web的服务的提供商有兴趣监控 结合其他提供商使用其服务的方式。 一起访问的服务的标识可能是 作为其所有者之间进行战略合作的基础很有价值。我们 建议进行数据挖掘以发现不同提供商的服务 可以根据使用情况相互补充。特别是我们 将用户的活动建模为一系列服务调用 记录在日志中,可以在其上应用模式发现技术。 但是,我们认为常规序列挖掘不足以满足 这种类型的应用程序。这是因为,常规采矿 专注于频繁(或不频繁)的访问模式,而我们 还需要将这些访问模式的一致性作为一个概念 合作的基础。我们提出了一种构建模式的模型 描绘了一致使用的活动序列。这个模型是 足以应用于任何自治实体系统的地方,其中 实体之间的关系是动态的。为了测试我们的模型,我们 分析了新闻组中用户的行为,以便 确定用户回答问题的方式一致 合影

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