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Modern collaborative filtering algorithms seek to provide personalized product recommendations by uncovering patterns in consumer-product interactions. However, these interactions can be biased by how the product is marketed, for example…

信息检索 · 计算机科学 2019-12-05 Mengting Wan , Jianmo Ni , Rishabh Misra , Julian McAuley

Yelp ratings are often viewed as a reputation metric for local businesses. In this paper we study how Yelp ratings evolve over time. Our main finding is that on average the first ratings that businesses receive overestimate their eventual…

社会与信息网络 · 计算机科学 2012-02-28 Michalis Potamias

Location data collection has become widespread with smart phones becoming ubiquitous. Smart phone apps often collect precise location data from users by offering \textit{free} services and then monetize it for advertising and marketing…

计算机与社会 · 计算机科学 2025-02-11 Naman Awasthi , Saad Mohammad Abrar , Daniel Smolyak , Vanessa Frias-Martinez

The rise in popularity of major social media platforms have enabled people to share photos and textual information about their daily life. One of the popular topics about which information is shared is food. Since a lot of media about food…

社会与信息网络 · 计算机科学 2019-12-11 Devashish Khulbe , Manu Pathak

Today's geo-location estimation approaches are able to infer the location of a target image using its visual content alone. These approaches exploit visual matching techniques, applied to a large collection of background images with known…

计算机与社会 · 计算机科学 2016-03-07 Jaeyoung Choi , Martha Larson , Xinchao Li , Gerald Friedland , Alan Hanjalic

Online platforms mediate access to opportunity: relevance-based rankings create and constrain options by allocating exposure to job openings and job candidates in hiring platforms, or sellers in a marketplace. In order to do so responsibly,…

信息检索 · 计算机科学 2023-06-07 Aparna Balagopalan , Abigail Z. Jacobs , Asia Biega

Geo-tagged photo based tourist attraction recommendation can discover users' travel preferences from their taken photos, so as to recommend suitable tourist attractions to them. However, existing visual content based methods cannot fully…

多媒体 · 计算机科学 2023-01-31 Ling Chen , Dandan Lyu , Shanshan Yu , Gencai Chen

Proliferation of ubiquitous mobile devices makes location based services prevalent. Mobile users are able to volunteer as providers of specific services and in the meanwhile to search these services. For example, drivers may be interested…

信息检索 · 计算机科学 2017-12-27 Yao Wu , Tianzhen Wu , Ziyi Xiong , Yuncheng Wu , Hong Chen , Cuiping Li , Xiaoying Zhang

This research informs the means to develop an e-commerce strategy for web based tourism promotion of hotels located in developing countries. The study explored the aspects related to the use of information systems in web based tourism…

计算机与社会 · 计算机科学 2013-02-22 Arunasalam Sambhanthan , Alice Good

It has been established in the literature that the number of ratings and the scores restaurants obtain on online rating systems (ORS) significantly impact their revenue. However, when a restaurant has a limited number of ratings, it may be…

信息检索 · 计算机科学 2024-01-09 Sasha Stoikov , Stefano Borzillo , Steffen Raub

Two-sided marketplaces such as eBay, Etsy and Taobao have two distinct groups of customers: buyers who use the platform to seek the most relevant and interesting item to purchase and sellers who view the same platform as a tool to reach out…

信息检索 · 计算机科学 2019-05-17 Andrew Stanton , Akhila Ananthram , Congzhe Su , Liangjie Hong

We propose a new task of recommending touristic locations based on a user's visiting history in a geographically remote region. This can be used to plan a touristic visit to a new city or country, or by travel agencies to provide…

信息检索 · 计算机科学 2024-10-30 Maarten Clements , Pavel Serdyukov , Arjen P. de Vries , Marcel J. T. Reinders

Social media have quickly become a prevalent channel to access information, spread ideas, and influence opinions. However, it has been suggested that social and algorithmic filtering may cause exposure to less diverse points of view, and…

社会与信息网络 · 计算机科学 2015-10-30 Dimitar Nikolov , Diego F. M. Oliveira , Alessandro Flammini , Filippo Menczer

Correctly pricing products or services in an online marketplace presents a challenging problem and one of the critical factors for the success of the business. When users are looking to buy an item they typically search for it. Query…

机器学习 · 计算机科学 2019-11-19 Jiawei Wen , Hossein Vahabi , Mihajlo Grbovic

Academic research in recommender systems has been greatly focusing on the accuracy-related measures of recommendations. Even when non-accuracy measures such as popularity bias, diversity, and novelty are studied, it is often solely from the…

信息检索 · 计算机科学 2020-07-03 Himan Abdollahpouri , Masoud Mansoury

A common phenomena in modern recommendation systems is the use of feedback from one user to infer the `value' of an item to other users. This results in an exploration vs. exploitation trade-off, in which items of possibly low value have to…

机器学习 · 计算机科学 2014-11-11 Siddhartha Banerjee , Sujay Sanghavi , Sanjay Shakkottai

Web search has become an inevitable part of everyday life. Improving and monetizing web search has been a focus of major Internet players. Understanding the context of web search query is an important aspect of this task as it represents…

Engaging all content providers, including newcomers or minority demographic groups, is crucial for online platforms to keep growing and working. Hence, while building recommendation services, the interests of those providers should be…

信息检索 · 计算机科学 2022-04-26 Mirko Marras , Ludovico Boratto , Guilherme Ramos , Gianni Fenu

Urban areas serve as melting pots of people with diverse socioeconomic backgrounds, who may not only be segregated but have characteristic mobility patterns in the city. While mobility is driven by individual needs and preferences, the…

物理与社会 · 物理学 2024-01-26 Rafiazka Millanida Hilman , Gerardo Iñiguez , Márton Karsai

Airbnb, a two-sided online marketplace connecting guests and hosts, offers a diverse and unique inventory of accommodations, experiences, and services. Search filters play an important role in helping guests navigate this variety by…

信息检索 · 计算机科学 2026-03-02 Hao Li , Kedar Bellare , Siyu Yang , Sherry Chen , Liwei He , Stephanie Moyerman , Sanjeev Katariya