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Our research group wanted to take on the difficult task of predicting prices in a dynamic market. And short term rentals such as Airbnb listings seemed to be the perfect proving ground to do such a thing. Airbnb has revolutionized the…

Machine Learning · Computer Science 2023-08-15 Sam Chapman , Seifey Mohammad , Kimberly Villegas

Figuring out the price of a listed Airbnb rental is an important and difficult task for both the host and the customer. For the former, it can enable them to set a reasonable price without compromising on their profits. For the customer, it…

Machine Learning · Computer Science 2021-12-14 Aditya Ahuja , Aditya Lahiri , Aniruddha Das

Pricing a rental property on Airbnb is a challenging task for the owner as it determines the number of customers for the place. On the other hand, customers have to evaluate an offered price with minimal knowledge of an optimal value for…

Machine Learning · Computer Science 2021-09-08 Pouya Rezazadeh Kalehbasti , Liubov Nikolenko , Hoormazd Rezaei

As a two-sided marketplace, Airbnb brings together hosts who own listings for rent with prospective guests from around the globe. Results from a guest's search for listings are displayed primarily through two interfaces: (1) as a list of…

In the burgeoning market of short-term rentals, understanding pricing dynamics is crucial for a range of stake-holders. This study delves into the factors influencing Airbnb pricing in major European cities, employing a comprehensive…

General Economics · Economics 2024-07-03 Trinath Sai Subhash Reddy Pittala , Uma Maheswara R Meleti , Hemanth Vasireddy

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…

Information Retrieval · Computer Science 2023-08-09 Malay Haldar , Mustafa Abdool , Liwei He , Dillon Davis , Huiji Gao , Sanjeev Katariya

With the development of technology and sharing economy, Airbnb as a famous short-term rental platform, has become the first choice for many young people to select. The issue of Airbnb's pricing has always been a problem worth studying.…

Machine Learning · Computer Science 2023-01-04 Lu Jiang , Yuanhan Li , Na Luo , Jianan Wang , Qiao Ning

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…

Computers and Society · Computer Science 2017-05-15 Qing Ke

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…

Machine Learning · Computer Science 2019-11-19 Jiawei Wen , Hossein Vahabi , Mihajlo Grbovic

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),…

Machine Learning · Computer Science 2025-03-24 Do-kyum Kim , Han Zhao , Huiji Gao , Liwei He , Malay Haldar , Sanjeev Katariya

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…

Information Retrieval · Computer Science 2026-03-02 Hao Li , Kedar Bellare , Siyu Yang , Sherry Chen , Liwei He , Stephanie Moyerman , 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…

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

The Airbnb search system grapples with many unique challenges as it continues to evolve. We oversee a marketplace that is nuanced by geography, diversity of homes, and guests with a variety of preferences. Crafting an efficient search…

Information Retrieval · Computer Science 2024-10-29 Dillon Davis , Huiji Gao , Thomas Legrand , Weiwei Guo , Malay Haldar , Alex Deng , Han Zhao , Liwei He , Sanjeev Katariya

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

A commonly expressed concern about the rise of the peer-to-peer rental market Airbnb is that hosts---those renting out their properties---impose costs on their unwitting neighbors. I consider the question of whether apartment building…

General Finance · Quantitative Finance 2016-11-18 John J. Horton

Airbnb is a leader in offering travel accommodations. Airbnb has historically relied on structured data to understand, rank, and recommend listings to guests due to the limited capabilities and associated complexity arising from extracting…

Machine Learning · Computer Science 2026-01-08 Guillaume Guy , Mihajlo Grbovic , Chun How Tan , Han Zhao

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…

Computers and Society · Computer Science 2020-04-27 Giovanni Quattrone , Antonino Nocera , Licia Capra , Daniele Quercia

The goal of Airbnb search is to match guests with the ideal accommodation that fits their travel needs. This is a challenging problem, as popular search locations can have around a hundred thousand available homes, and guests themselves…

This study investigates the implications of algorithmic pricing in digital marketplaces, focusing on Airbnb's pricing dynamics. With the advent of Airbnb's new pricing tool, this research explores how digital tools influence hosts' pricing…

General Economics · Economics 2023-12-12 Richeng Piao

This paper explores Airbnb, a peer-to-peer platform for short-term rental of housing accommodation, examining the geographical pattern of those establishments using data from London. Our purpose is to analyse whether or not the diversity of…

Computers and Society · Computer Science 2019-05-30 Zahratu Shabrina , Elsa Arcaute , Michael Batty
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