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The expansion of short-term rental platforms, such as Airbnb, has significantly disrupted local housing markets, often leading to increased rental prices and housing affordability issues. Accurately forecasting regional Airbnb market trends…

Artificial Intelligence · Computer Science 2025-11-19 Hongju Lee , Youngjun Park , Jisun An , Dongman Lee

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…

Computers and Society · Computer Science 2025-04-22 Ali Safari

We study the problem of providing recommended responses to customer service agents in live-chat dialogue systems. Smart-reply systems have been widely applied in real-world applications (e.g. Gmail, LinkedIn Messaging), where most of them…

Information Retrieval · Computer Science 2018-11-28 Mengting Wan , Xin Chen

Recent work in CHI and CSCW has devoted increasing attention to how the design of network hospitality platforms shapes user experiences and relational outcomes. In this article, I interrogate how different risk factors emerge based on the…

Human-Computer Interaction · Computer Science 2024-04-30 Skyler Wang

One of the first things to do while planning a trip is to book a good place to stay. Booking a hotel online can be an overwhelming task with thousands of hotels to choose from, for every destination. Motivated by the importance of these…

Machine Learning · Computer Science 2019-08-22 Aditi A. Mavalankar , Ajitesh Gupta , Chetan Gandotra , Rishabh Misra

Nowadays, people start to use online reservation systems to plan their vacations since they have vast amount of choices available. Selecting when and where to go from this large-scale options is getting harder. In addition, sometimes…

Machine Learning · Computer Science 2020-09-30 Bekir Berker Türker , Resul Tugay , Şule Öğüdücü , İpek Kızıl

Tourism demand forecasting is methodologically mature, but it typically treats accommodation supply as fixed or exogenous. In platform-mediated short-term rentals, supply is elastic, decision-driven, and co-evolves with demand through…

Applications · Statistics 2026-04-29 Harrison Katz

With hundreds, even thousands, of hotels to choose from at every destination, it's difficult to know which will suit your personal preferences. Expedia wants to take the proverbial rabbit hole out of hotel search by providing personalized…

Information Retrieval · Computer Science 2017-03-09 Gourav G. Shenoy , Mangirish A. Wagle , Anwar Shaikh

In order to make technological systems and platforms more equitable, organizations must be able to measure the scale of potential inequities as well as the efficacy of proposed solutions. In this paper, we present a system that measures…

Over the past decade, Airbnb has emerged as the most popular platform for renting out single rooms or whole apartments. The impact of Airbnb listings on local neighborhoods has been controversially discussed in many cities around the world.…

Computers and Society · Computer Science 2018-09-11 Natalie Stors , Sebastian Baltes

There are three fundamental asks from a ranking algorithm: it should scale to handle a large number of items, sort items accurately by their utility, and impose a total order on the items for logical consistency. But here's the catch-no…

Information Retrieval · Computer Science 2025-06-03 Malay Haldar , Daochen Zha , Huiji Gao , Liwei He , Sanjeev Katariya

Modeling and prediction of review helpfulness has become more predominant due to proliferation of e-commerce websites and online shops. Since the functionality of a product cannot be tested before buying, people often rely on different…

Computation and Language · Computer Science 2020-04-29 Iyiola E. Olatunji , Xin Li , Wai Lam

Recommender systems are critical tools to match listings and travelers in two-sided vacation rental marketplaces. Such systems require high capacity to extract user preferences for items from implicit signals at scale. To learn those…

Information Retrieval · Computer Science 2019-08-08 Pavlos Mitsoulis-Ntompos , Meisam Hejazinia , Serena Zhang , Travis Brady

Algorithmic decision-support systems, i.e., recommender systems, are popular digital tools that help tourists decide which places and attractions to explore. However, algorithms often unintentionally direct tourist streams in a way that…

Information Retrieval · Computer Science 2025-08-29 Peter Muellner , Anna Schreuer , Simone Kopeinik , Bernhard Wieser , Dominik Kowald

Many online platforms today (such as Amazon, Netflix, Spotify, LinkedIn, and AirBnB) can be thought of as two-sided markets with producers and customers of goods and services. Traditionally, recommendation services in these platforms have…

Information Retrieval · Computer Science 2022-01-05 Arpita Biswas , Gourab K Patro , Niloy Ganguly , Krishna P. Gummadi , Abhijnan Chakraborty

Many "sharing economy" platforms, such as Uber and Airbnb, have become increasingly popular, providing consumers with more choices and suppliers a chance to make profit. They, however, have also brought about emerging issues regarding…

Computers and Society · Computer Science 2017-09-25 Qing Ke

Predicting booking probability and value at the traveler level plays a central role in computational advertising for massive two-sided vacation rental marketplaces. These marketplaces host millions of travelers with long shopping cycles,…

Information Retrieval · Computer Science 2019-07-11 Meisam Hejazinia , Pavlos Mitsoulis-Ntompos , Serena Zhang

Many hotels target guest acquisition efforts to specific markets in order to best anticipate individual preferences and needs of their guests. Likewise, such strategic positioning is a prerequisite for efficient marketing budget allocation.…

Computation and Language · Computer Science 2023-08-14 Fabian Gröger , Marc Pouly , Flavia Tinner , Leif Brandes

The proliferation of smartphones has led to the increased popularity of location-based search and recommendation systems. Online platforms like Google and Yelp allow location-based search in the form of nearby feature to query for hotels or…

Information Retrieval · Computer Science 2020-11-17 Ashmi Banerjee , Gourab K Patro , Linus W. Dietz , Abhijnan Chakraborty

Online platforms, such as Airbnb, hotels.com, Amazon, Uber and Lyft, can control and optimize many aspects of product search to improve the efficiency of marketplaces. Here we focus on a common model, called the discriminatory control…

Computer Science and Game Theory · Computer Science 2019-08-21 Zhenzhe Zheng , R. Srikant