A Business Zone Recommender System Based on Facebook and Urban Planning Data
We present ZoneRec---a zone recommendation system for physical businesses in an urban city, which uses both public business data from Facebook and urban planning data. The system consists of machine learning algorithms that take in a business' metadata and outputs a list of recommended zones to establish the business in. We evaluate our system using data of food businesses in Singapore and assess the contribution of different feature groups to the recommendation quality.
Code (0)
등록된 구현이 없습니다.
Tasks
BIG-bench Machine LearningRecommendation SystemsSimilar Papers 제목 키워드 기반
Multimodal Urban Areas of Interest Generation via Remote Sensing Imagery and Geographical Prior
Urban area-of-interest (AOI) refers to an integrated urban functional zone with defined polygonal boundaries. The rapid development of urban commerce has led to increasing demands for highly accurate and timely AOI data.…
Multimodal Deep LearningSemantic SegmentationMeasuring the Business Value of Recommender Systems
Recommender Systems are nowadays successfully used by all major web sites (from e-commerce to social media) to filter content and make suggestions in a personalized way. Academic research largely focuses on the value of …
Recommendation SystemsFBAdtTracker: An Interactive Data Collection and Analysis Tool for Facebook Advertisements
The growing use of social media has led to drastic changes in our decision-making. Especially, Facebook offers marketing API which promotes business to target potential groups who are likely to consume their items. Howev…
Decision MakingFact CheckingMarketingQue2Engage: Embedding-based Retrieval for Relevant and Engaging Products at Facebook Marketplace
Embedding-based Retrieval (EBR) in e-commerce search is a powerful search retrieval technique to address semantic matches between search queries and products. However, commercial search engines like Facebook Marketplace …
RetrievalA tale of two species: How humans shape dog behaviour in urban habitats
Species inhabiting urban environments experience enormous anthropogenic stress. Behavioural plasticity and flexibility of temperament are crucial to successful urban-adaptation. Urban free-ranging dogs experience variabl…