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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…

机器学习 · 计算机科学 2021-09-08 Pouya Rezazadeh Kalehbasti , Liubov Nikolenko , Hoormazd Rezaei

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…

机器学习 · 计算机科学 2023-08-15 Sam Chapman , Seifey Mohammad , Kimberly Villegas

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

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…

机器学习 · 计算机科学 2021-12-14 Aditya Ahuja , Aditya Lahiri , Aniruddha Das

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…

机器学习 · 计算机科学 2022-04-21 Yuying Wu , Youshan Zhang

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.…

机器学习 · 计算机科学 2023-01-04 Lu Jiang , Yuanhan Li , Na Luo , Jianan Wang , Qiao Ning

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…

计算机与社会 · 计算机科学 2023-10-13 Robert Wijaya

Online property business or known as e-commerce is currently experiencing an increase in home sales. Indonesia's e-commerce property business has positive trending shown by the increasing sales of more than 500% from 2011 to 2015. A…

综合经济学 · 经济学 2021-02-25 Andry Alamsyah , Fariz Denada Sudrajat , Herry Irawan

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…

机器学习 · 计算机科学 2022-05-04 Walter Coleman , Ben Johann , Nicholas Pasternak , Jaya Vellayan , Natasha Foutz , Heman Shakeri

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

The hedonic approach based on a regression model has been widely adopted for the prediction of real estate property price and rent. In particular, a spatial regression technique called Kriging, a method of interpolation that was advanced in…

应用统计 · 统计学 2019-06-27 Hajime Seya , Daiki Shiroi

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

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

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…

计算机视觉与模式识别 · 计算机科学 2017-07-31 Quanzeng You , Ran Pang , Liangliang Cao , Jiebo Luo

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…

综合经济学 · 经济学 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…

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

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…

Employing a large dataset (at most, the order of n = 10^6), this study attempts enhance the literature on the comparison between regression and machine learning (ML)-based rent price prediction models by adding new empirical evidence and…

应用统计 · 统计学 2021-07-28 Takahiro Yoshida , Hajime Seya

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…

综合金融 · 定量金融 2018-05-31 Paridhi Choudhary , Aniket Jain , Rahul Baijal

Real estate contributes significantly to all major economies around the world. In particular, house prices have a direct impact on stakeholders, ranging from house buyers to financing companies. Thus, a plethora of techniques have been…

机器学习 · 计算机科学 2020-09-02 Sarkar Snigdha Sarathi Das , Mohammed Eunus Ali , Yuan-Fang Li , Yong-Bin Kang , Timos Sellis
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