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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…

人工智能 · 计算机科学 2025-11-19 Hongju Lee , Youngjun Park , Jisun An , Dongman Lee

The real estate market is exposed to many fluctuations in prices because of existing correlations with many variables, some of which cannot be controlled or might even be unknown. Housing prices can increase rapidly (or in some cases, also…

Accurate prediction of house price, a vital aspect of the residential real estate sector, is of substantial interest for a wide range of stakeholders. However, predicting house prices is a complex task due to the significant variability…

机器学习 · 计算机科学 2024-09-10 Md Hasebul Hasan , Md Abid Jahan , Mohammed Eunus Ali , Yuan-Fang Li , Timos Sellis

In recent years several complaints about racial discrimination in appraising home values have been accumulating. For several decades, to estimate the sale price of the residential properties, appraisers have been walking through the…

计量经济学 · 经济学 2021-10-15 Mahdieh Yazdani

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

Real estate appraisal is a complex and important task, that can be made more precise and faster with the help of automated valuation tools. Usually the value of some property is determined by taking into account both structural and…

计算机与社会 · 计算机科学 2021-09-17 Francesco Bergadano , Roberto Bertilone , Daniela Paolotti , Giancarlo Ruffo

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…

综合经济学 · 经济学 2023-12-12 Richeng Piao

Home sale prices are formed given the transaction actors economic interests, which include government, real estate dealers, and the general public who buy or sell properties. Generating an accurate property price prediction model is a major…

机器学习 · 计算机科学 2020-08-25 Shashi Bhushan Jha , Vijay Pandey , Rajesh Kumar Jha , Radu F. Babiceanu

Machine learning algorithms are increasingly employed to price or value homes for sale, properties for rent, rides for hire, and various other goods and services. Machine learning-based prices are typically generated by complex algorithms…

理论经济学 · 经济学 2023-02-21 Nikhil Malik , Emaad Manzoor

Online Travel Platforms are virtual two-sided marketplaces where guests search for accommodations and accommodation providers list their properties such as hotels and vacation rentals. The large majority of hotels are rated by official…

信息检索 · 计算机科学 2021-01-28 Anastasiia Kornilova , Lucas Bernardi

This study investigates the efficacy of machine learning models for predicting house rental prices in Ghana, addressing the need for accurate and accessible housing market information. Utilising a comprehensive dataset of rental listings,…

机器学习 · 计算机科学 2025-01-14 Philip Adzanoukpe

Stock price prediction is a complicated and interesting task. Noisy trends make stock pricing sensitive and complicated while the economical motivation behind, keeps it interesting for researchers and investors. In this paper we are to…

最优化与控制 · 数学 2023-12-19 Negin Bagherpour

An accurate prediction of house prices is a fundamental requirement for various sectors including real estate and mortgage lending. It is widely recognized that a property value is not solely determined by its physical attributes but is…

机器学习 · 计算机科学 2024-02-07 Hemlata Sharma , Hitesh Harsora , Bayode Ogunleye

The use of Artificial Intelligence (AI) in the real estate market has been growing in recent years. In this paper, we propose a new method for property valuation that utilizes self-supervised vision transformers, a recent breakthrough in…

计算机视觉与模式识别 · 计算机科学 2023-02-02 Mahdieh Yazdani , Maziar Raissi

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…

Developing an accurate prediction model for housing prices is always needed for socio-economic development and well-being of citizens. In this paper, a diverse set of machine learning algorithms such as XGBoost, CatBoost, Random Forest,…

机器学习 · 计算机科学 2020-06-19 Shashi Bhushan Jha , Radu F. Babiceanu , Vijay Pandey , Rajesh Kumar Jha

This paper presents a model that uses the information that sellers publish in real estate market websites to predict whether a property has higher or lower price than the average price of its similar properties. The model learns the…

机器学习 · 计算机科学 2023-03-28 Vladimir Vargas-Calderón , Jorge E. Camargo

In many countries, real estate appraisal is based on conventional methods that rely on appraisers' abilities to collect data, interpret it and model the price of a real estate property. With the increasing use of real estate online…

综合经济学 · 经济学 2022-01-19 Vladimir Vargas-Calderón , Jorge E. Camargo

Accurate travel products price forecasting is a highly desired feature that allows customers to take informed decisions about purchases, and companies to build and offer attractive tour packages. Thanks to machine learning (ML), it is now…

应用统计 · 统计学 2021-06-10 Rosa Candela , Pietro Michiardi , Maurizio Filippone , Maria A. Zuluaga

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