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Dynamo: Dynamic Multimodal Route and Travel Recommendation System

机译:Dynamo:动态多式联运路线和旅行推荐系统

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In this fast paced world with transformation of lifestyle and preferences, there is an immediate call for personalized tour packages. Personalized travel sequence recommendations and situation aware multimodal route recommendations are recent evolutions in the field of travel based recommendation systems. At present, most online routing applications still provide only the shortest distance or shortest travel-time routes, and neglects individual preferences. It does not address the current situation such as real time traffic present in the routes. To address the above mentioned issues, we propose DYNAMO: DYNAmic (Real time based) multimodal route recommendation system based on user preferences, POI and current scenario of travel routes. The proposed system obtains user preferences from mobile client and generates travel packages containing multiple POI's and customized route recommendations using Web mining, Bayesian learning, Collaborative filtering methods. The proposed DYNAMO is evaluated for the real-time travel routing and the results proves the enhanced efficiency by exploiting user preferences.
机译:在生活节奏和喜好转变的这个快节奏的世界中,迫切需要个性化的旅游套餐。个性化旅行顺序推荐和情境感知多式联运路线推荐是基于旅行的推荐系统领域的最新发展。目前,大多数在线路线选择应用程序仍仅提供最短距离或最短旅行时间路线,而忽略了个人偏好。它不能解决当前情况,例如路由中存在的实时流量。为了解决上述问题,我们提出了DYNAMO:基于用户偏好,POI和当前行进路线的DYNAmic(基于实时)多模式路线推荐系统。拟议的系统从移动客户端获取用户偏好,并使用Web挖掘,贝叶斯学习,协作过滤方法生成包含多个POI和自定义路线建议的旅行套餐。对提出的DYNAMO进行实时旅行路线评估,结果证明了通过利用用户偏好提高了效率。

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