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Airbnb, an online marketplace for accommodations, has experienced a staggering growth accompanied by intense debates and scattered regulations around the world. Current discourses, however, are largely focused on opinions rather than…

计算机与社会 · 计算机科学 2017-05-15 Qing Ke

Airbnb is one of the most successful examples of sharing economy marketplaces. With rapid and global market penetration, understanding its attractiveness and evolving growth opportunities is key to plan business decision making. There is an…

计算机与社会 · 计算机科学 2020-04-27 Giovanni Quattrone , Antonino Nocera , Licia Capra , Daniele Quercia

Our paper contributes to the literature recommending approaches to make online reviews more credible and representative. We analyze data from four diverse major online retailers and find that verified customers who are prompted (by an…

人机交互 · 计算机科学 2016-04-05 Georgios Askalidis , Edward C. Malthouse

Airbnb is a two-sided marketplace, bringing together hosts who own listings for rent, with prospective guests from around the globe. Applying neural network-based learning to rank techniques has led to significant improvements in matching…

信息检索 · 计算机科学 2023-08-09 Malay Haldar , Mustafa Abdool , Liwei He , Dillon Davis , Huiji Gao , Sanjeev Katariya

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

Evaluation plays a crucial role in the development of ranking algorithms on search and recommender systems. It enables online platforms to create user-friendly features that drive commercial success in a steady and effective manner. The…

信息检索 · 计算机科学 2025-08-04 Qing Zhang , Alex Deng , Michelle Du , Huiji Gao , Liwei He , Sanjeev Katariya

This research examines whether Airbnb guests' positive and negative comments influence acceptance rates and rental prices across six U.S. regions: Rhode Island, Broward County, Chicago, Dallas, San Diego, and Boston. Thousands of reviews…

计算机与社会 · 计算机科学 2025-04-22 Ali Safari

Information and communications technologies have enabled the rise of the phenomenon named sharing economy, which represents activities between people, coordinated by online platforms, to obtain, provide, or share access to goods and…

社会与信息网络 · 计算机科学 2020-05-15 Gustavo Santos , Vinicius F. S. Mota , Fabricio Benevenuto , Thiago H. Silva

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

Many companies nowadays offer compensation to online reviews (called compensated reviews), expecting to increase the volume of their non-compensated reviews and overall rating. Does this strategy work? On what subjects or topics does this…

综合经济学 · 经济学 2024-10-22 Peng Li , Arim Park , Soohyun Cho , Yao Zhao

Airbnb is an online marketplace that connects hosts and guests to unique stays and experiences. When guests stay at homes booked on Airbnb, there are a small fraction of stays that lead to support needed from Airbnb's Customer Support (CS),…

机器学习 · 计算机科学 2025-03-24 Do-kyum Kim , Han Zhao , Huiji Gao , Liwei He , Malay Haldar , Sanjeev Katariya

Sharing economy platforms have become extremely popular in the last few years, and they have changed the way in which we commute, travel, and borrow among many other activities. Despite their popularity among consumers, such companies are…

社会与信息网络 · 计算机科学 2016-02-09 Giovanni Quattrone , Davide Proserpio , Daniele Quercia , Licia Capra , Mirco Musolesi

Consumers' purchase decisions are increasingly influenced by user-generated online reviews. Accordingly, there has been growing concern about the potential for posting "deceptive opinion spam" -- fictitious reviews that have been…

社会与信息网络 · 计算机科学 2014-09-17 Myle Ott , Claire Cardie , Jeff Hancock

Daily deals sites such as Groupon offer deeply discounted goods and services to tens of millions of customers through geographically targeted daily e-mail marketing campaigns. In our prior work we observed that a negative side effect for…

社会与信息网络 · 计算机科学 2015-03-20 John W. Byers , Michael Mitzenmacher , Georgios Zervas

There has been significant literature regarding the way product review sentiment affects brand loyalty. Intrigued by how natural language influences consumer choice, we were motivated to examine whether an AirBnb host's occupancy rate (how…

We study platforms in the sharing economy and discuss the need for incentivizing users to explore options that otherwise would not be chosen. For instance, rental platforms such as Airbnb typically rely on customer reviews to provide users…

机器学习 · 计算机科学 2017-11-27 Christoph Hirnschall , Adish Singla , Sebastian Tschiatschek , Andreas Krause

User-generated reviews significantly influence consumer decisions, particularly in the travel domain when selecting accommodations. This paper contribution comprising two main elements. Firstly, we present a novel dataset of authentic guest…

信息检索 · 计算机科学 2024-07-02 Reda Igebaria , Eran Fainman , Sarai Mizrachi , Moran Beladev , Fengjun Wang

We analyze reputation dynamics in an online market for illicit drugs using a novel dataset of prices and ratings. The market is a black market, and so contracts cannot be enforced. We study the role that reputation plays in alleviating…

应用统计 · 统计学 2017-03-07 Nick Janetos , Jan Tilly

This paper studies the welfare effects of self-preferencing by Airbnb, a practice where Airbnb utilizes its pricing algorithm to prioritize maximizing platform-wide commission revenue rather than optimizing individual host revenues. To…

综合经济学 · 经济学 2025-03-07 Kaede Hanazawa

Online consumer reviews reflect the testimonials of real people, unlike advertisements. As such, they have critical impact on potential consumers, and indirectly on businesses. According to a Harvard study (Luca 2011), +1 rise in…

社会与信息网络 · 计算机科学 2016-03-08 Junting Ye , Santhosh Kumar , Leman Akoglu
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