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Behavior Support for Residents During Typhoon Based on Association Rule Mining

机译:基于关联规则挖掘的台风期间对居民的行为支持

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摘要

This study aims to develop an information system for providing decision support with regard to the behavior of residents during a typhoon. Typhoon disasters have relatively longer duration than earthquake disasters; therefore, the reinforcement of preventative measures can reduce the disaster's magnitude. In the event of a disaster, alarms are initiated and evacuation information is provided by disaster management organizations; however, human casualties and material damage still occur because of delays in taking appropriate action. For this reason, action trigger information is required. Such information will facilitate evacuation through processes familiar to the public. In this study, action trigger information for residents was extracted from damage data of past typhoon disasters. Action triggering information consists of typhoon-related damage occurrence relationships, which are established using association rule mining. Furthermore, an information system was developed for the purpose of supporting the behavior of residents in real-time, during the typhoon, by using the generated association rules and microblogging content. Several experiments were performed to confirm the validity of association rules and their applicability to real-time forecasting.
机译:本研究旨在开发一个信息系统,用于在台风期间提供关于居民行为的决策支持。台风灾害的持续时间比地震灾害相对较长;因此,加强预防措施可以减少灾难的幅度。如果发生灾难,则启动警报并由灾害管理组织提供疏散信息;然而,由于采取适当行动的延误,人类伤亡和物质损坏仍然存在。因此,需要动作触发信息。这些信息将促进通过公众熟悉的流程疏散。在本研究中,从过去台风灾害的损害数据中提取了居民的动作触发信息。操作触发信息由与Typhoon相关的损坏发生关系组成,该关系是使用关联规则挖掘建立的。此外,通过使用生成的关联规则和微博内容,开发了一种用于在台风期间实时支持居民的行为的信息系统。进行了几次实验以确认关联规则的有效性及其对实时预测的适用性。

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