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Related papers: Airbnb Price Prediction Using Machine Learning and…

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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

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

This paper analyzes Airbnb listings in the city of San Francisco to better understand how different attributes such as bedrooms, location, house type amongst others can be used to accurately predict the price of a new listing that optimal…

General Finance · Quantitative Finance 2018-05-31 Paridhi Choudhary , Aniket Jain , Rahul Baijal

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

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

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 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

The application to search ranking is one of the biggest machine learning success stories at Airbnb. Much of the initial gains were driven by a gradient boosted decision tree model. The gains, however, plateaued over time. This paper…

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…

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

Real estate appraisal, which is the process of estimating the price for real estate properties, is crucial for both buys and sellers as the basis for negotiation and transaction. Traditionally, the repeat sales model has been widely adopted…

Computer Vision and Pattern Recognition · Computer Science 2017-07-31 Quanzeng You , Ran Pang , Liangliang Cao , Jiebo Luo

At Airbnb, an online marketplace for stays and experiences, guests often spend weeks exploring and comparing multiple items before making a final reservation request. Each reservation request may then potentially be rejected or cancelled by…

Information Retrieval · Computer Science 2023-05-31 Chun How Tan , Austin Chan , Malay Haldar , Jie Tang , Xin Liu , Mustafa Abdool , Huiji Gao , Liwei He , Sanjeev Katariya

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 application of deep learning to search ranking was one of the most impactful product improvements at Airbnb. But what comes next after you launch a deep learning model? In this paper we describe the journey beyond, discussing what we…

One of the long-standing questions in search systems is the role of diversity in results. From a product perspective, showing diverse results provides the user with more choice and should lead to an improved experience. However, this…

Information Retrieval · Computer Science 2020-04-07 Mustafa Abdool , Malay Haldar , Prashant Ramanathan , Tyler Sax , Lanbo Zhang , Aamir Mansawala , Shulin Yang , Thomas Legrand

Predicting the price of a house remains a challenging issue that needs to be addressed. Research has attempted to establish a model with different methods and algorithms to predict the housing price, from the traditional hedonic model to a…

Computers and Society · Computer Science 2023-10-13 Robert Wijaya

Boarding house is the most important requirement, especially for college students who live far away from the city, place of his origin or house. However, the problem we see now is the uneven distribution of study places in Indonesia which…

Computers and Society · Computer Science 2021-01-07 Malik Abdul Aziz , Fahmi Nurrahim , Prastyo Eko Susanto , Yurio Windiatmoko

With everyone trying to enter the real estate market nowadays, knowing the proper valuations for residential and commercial properties has become crucial. Past researchers have been known to utilize static real estate data (e.g. number of…

Machine Learning · Computer Science 2022-05-04 Walter Coleman , Ben Johann , Nicholas Pasternak , Jaya Vellayan , Natasha Foutz , Heman Shakeri

Since ancient times, what Chinese people have been pursuing is very simple, which is nothing more than "to live and work happily, to eat and dress comfortable". Today, more than 40 years after the reform and opening, people have basically…

Machine Learning · Computer Science 2022-04-21 Yuying Wu , Youshan Zhang
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