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Recommender engines have become an integral component in today's e-commerce systems. From recommending books in Amazon to finding friends in social networks such as Facebook, they have become omnipresent. Generally, recommender systems can…

信息检索 · 计算机科学 2017-11-15 Laknath Semage

Conversational AI models are becoming increasingly popular and are about to replace traditional search engines for information retrieval and product discovery. This raises concerns about monetization strategies and the potential for subtle…

综合经济学 · 经济学 2024-09-19 Tobias Werner , Ivan Soraperra , Emilio Calvano , David C. Parkes , Iyad Rahwan

Recommender systems have become an essential component of many online platforms, providing personalized recommendations to users. A crucial aspect is embedding techniques that convert the high-dimensional discrete features, such as user and…

With the overwhelming online products available in recent years, there is an increasing need to filter and deliver relevant personalized advice for users. Recommender systems solve this problem by modeling and predicting individual…

机器学习 · 统计学 2020-02-11 Antonia Godoy-Lorite , Roger Guimera , Marta Sales-Pardo

E-commerce platforms are increasingly reliant on recommendation systems to enhance user experience, retain customers, and, in most cases, drive sales. The integration of machine learning methods into these systems has significantly improved…

信息检索 · 计算机科学 2025-06-24 Aneta Poniszewska-Maranda , Magdalena Pakula , Bozena Borowska

Facebook Marketplace is quickly gaining momentum among consumers as a favored customer-to-customer (C2C) product trading platform. The recommendation system behind it helps to significantly improve the user experience. Building the…

信息检索 · 计算机科学 2018-06-01 Lu Zheng , Zhao Tan , Kun Han , Ren Mao

There exist situations of decision-making under information overload in the Internet, where people have an overwhelming number of available options to choose from, e.g. products to buy in an e-commerce site, or restaurants to visit in a…

社会与信息网络 · 计算机科学 2021-01-14 Ivan Palomares , Carlos Porcel , Luiz Pizzato , Ido Guy , Enrique Herrera-Viedma

In this study, the authors develop a structural model that combines a macro diffusion model with a micro choice model to control for the effect of social influence on the mobile app choices of customers over app stores. Social influence…

机器学习 · 统计学 2017-02-23 Meisam Hejazi Nia , Brian T. Ratchford , Norris Bruce

The rise of instant delivery services has reshaped urban spatial structures through the interaction between suppliers and consumers. However, limited research has explored the spatiotemporal dynamics of delivery network structures. This…

物理与社会 · 物理学 2024-11-18 Chengbo Zhang , Yonglin Li , Zuopeng Xiao

User recommendation systems enhance user engagement by encouraging users to act as inviters to interact with other users (invitees), potentially fostering information propagation. Conventional recommendation methods typically focus on…

信息检索 · 计算机科学 2025-08-20 Hongru Hou , Jiachen Sun , Wenqing Lin , Wendong Bi , Xiangrong Wang , Deqing Yang

Recommender systems create enormous value for businesses and their consumers. They increase revenue for businesses while improving the consumer experience by recommending relevant products amidst huge product base. Product bundling is an…

In the WWW (World Wide Web), dynamic development and spread of data has resulted a tremendous amount of information available on the Internet, yet user is unable to find relevant information in a short span of time. Consequently, a system…

信息检索 · 计算机科学 2020-09-11 Denis Selimi , Krenare Pireva Nuci

The application of AI-powered tools has piqued the interest of many fields, particularly in the academic community. This study uses ChatGPT, currently the most powerful and popular AI tool, as a representative example to analyze how the…

计算机与社会 · 计算机科学 2024-08-13 Yao Tian , Chengwei Tong , Lik-Hang Lee , Reza Hadi Mogavi , Yong Liao , Pengyuan Zhou

The proliferation of social media such as real time microblogging and online reputation systems facilitate real time sensing of social patterns and behavior. In the last decade, sensing and decision making in social networks have witnessed…

社会与信息网络 · 计算机科学 2014-05-07 Vikram Krishnamurthy , Omid Namvar Gharehshiran , Maziyar Hamdi

Influence maximization (IM) aims to find seed users on an online social network to maximize the spread of information about a target product through word-of-mouth propagation among all users. Prior IM methods mostly focus on maximizing the…

社会与信息网络 · 计算机科学 2024-02-27 Ying Wang , Yanhao Wang

Recommendation systems are pervasive in the digital economy. An important assumption in many deployed systems is that user consumption reflects user preferences in a static sense: users consume the content they like with no other…

计算机与社会 · 计算机科学 2023-02-14 Andreas Haupt , Dylan Hadfield-Menell , Chara Podimata

The introduction of new payment methods has resulted in one of the most significant changes in the way we consume goods and services. In this paper, I present results of a field and a laboratory experiment designed to determine the effect…

综合经济学 · 经济学 2022-10-27 Yizhao Jiang

Many online communities present user-contributed responses such as reviews of products and answers to questions. User-provided helpfulness votes can highlight the most useful responses, but voting is a social process that can gain momentum…

机器学习 · 计算机科学 2016-11-03 Moontae Lee , Seok Hyun Jin , David Mimno

Emerging trends in smartphones, online maps, social media, and the resulting geo-located data, provide opportunities to collect traces of people's socio-economical activities in a much more granular and direct fashion, triggering a…

社会与信息网络 · 计算机科学 2016-08-03 Lei Dong , Sicong Chen , Yunsheng Cheng , Zhengwei Wu , Chao Li , Haishan Wu

Recommender systems attempt to reduce information overload and retain customers by selecting a subset of items from a universal set based on user preferences. While research in recommender systems grew out of information retrieval and…

信息检索 · 计算机科学 2007-05-23 Saverio Perugini , Marcos Andre Goncalves , Edward A. Fox