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A Comprehensive Survey on Travel Recommender Systems

机译:关于旅行推荐系统的全面调查

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摘要

Travelling is a combination of journey, transportation, travel-time, accommodation, weather, events, and other aspects which are likely to be experienced by most of the people at some point in their life. To enhance such experience, we generally look for assistance in planning a tour. Today, the information available on tourism-related aspects on the Internet is boundless and exploring suitable travel package/product/service may be time-consuming. A recommender system (RS) can assist for various tour-related queries such as top destinations for summer vacation, preferable climate conditions for tracking, the fastest way to transport, or photography assistance for specific destinations. In this survey, we have presented a pervasive review on travel and associated factors such as hotels, restaurants, tourism package and planning, and attractions; we have also tailored recommendations on a tourist's diverse requirements such as food, transportation, photography, outfits, safety, and seasonal preferences. We have classified travel-based RSs and presented selection criteria, features, and technical aspects with datasets, methods, and results. We have briefly supplemented research articles from diverse facets; various frameworks for a travel-based RS are discussed. We believe our survey would introduce a state-of-the-art travel RS; it may be utilized to solve the existing limitations and extend its applicability.
机译:旅行是旅程,运输,旅行时间,住宿,天气,活动等方面的组合,这些方面可能会受到大多数人在其生命中的某个观点所致的。为了提高这种经验,我们通常寻求援助计划旅游。如今,互联网上旅游业相关方面提供的信息无限,探索合适的旅行套餐/产品/服务可能是耗时的。推荐制度(RS)可以帮助各种与旅游相关的查询,如暑假的最佳目的地,优选的气候条件,用于跟踪,运输最快的运输方式,或对特定目的地的摄影帮助。在本调查中,我们对旅行和相关因素提出了普遍的审查,例如酒店,餐馆,旅游套餐和规划,以及景点;我们还针对旅游多样化要求进行了量身定制的建议,如食品,运输,摄影,服装,安全和季节偏好。我们已经分类了基于旅行的RSS和呈现的选择标准,功能和技术方面,具有数据集,方法和结果。我们简要介绍了各种刻面的研究文章;讨论了基于旅行的RS的各种框架。我们相信我们的调查将引入最先进的旅行Rs;它可以用于解决现有的限制并扩大其适用性。

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