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Housing costs have a significant impact on individuals, families, businesses, and governments. Recently, online companies such as Zillow have developed proprietary systems that provide automated estimates of housing prices without the…

计算机与社会 · 计算机科学 2018-08-09 Marco De Nadai , Bruno Lepri

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

Homeowners, first-time buyers, banks, governments and construction companies are highly interested in following the state of the property market. Currently, property price indexes are published several months out of date and hence do not…

应用统计 · 统计学 2020-09-23 Robert Miller , Phil Maguire

Real estate prices have a significant impact on individuals, families, businesses, and governments. The general objective of real estate price prediction is to identify and exploit socioeconomic patterns arising from real estate…

计算机与社会 · 计算机科学 2022-10-13 Yaping Zhao , Ramgopal Ravi , Shuhui Shi , Zhongrui Wang , Edmund Y. Lam , Jichang Zhao

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

Since the advent of online real estate database companies like Zillow, Trulia and Redfin, the problem of automatic estimation of market values for houses has received considerable attention. Several real estate websites provide such…

计算机视觉与模式识别 · 计算机科学 2018-10-04 Omid Poursaeed , Tomas Matera , Serge Belongie

Real estate appraisal has undergone a significant transition from manual to automated valuation and is entering a new phase of evolution. Leveraging comprehensive attention to various data sources, a novel approach to automated valuation,…

机器学习 · 计算机科学 2025-03-31 Chenya Huang , Zhidong Li , Fang Chen , Bin Liang

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

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…

How do property prices respond to changes in local taxes and local public services? Attempts to measure this, starting with Oates (1969), have suffered from a lack of local public service controls. Recent work attempts to overcome such data…

综合经济学 · 经济学 2022-03-29 Isaiah Hull , Anna Grodecka-Messi

"How much is my data worth?" is an increasingly common question posed by organizations and individuals alike. An answer to this question could allow, for instance, fairly distributing profits among multiple data contributors and determining…

机器学习 · 计算机科学 2023-03-07 Ruoxi Jia , David Dao , Boxin Wang , Frances Ann Hubis , Nick Hynes , Nezihe Merve Gurel , Bo Li , Ce Zhang , Dawn Song , Costas Spanos

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

When an individual purchases a home, they simultaneously purchase its structural features, its accessibility to work, and the neighborhood amenities. Some amenities, such as air quality, are measurable while others, such as the prestige or…

计量经济学 · 经济学 2019-10-22 Stephen Law , Brooks Paige , Chris Russell

House price valuation remains challenging due to localized market variations. Existing approaches often rely on black-box machine learning models, which lack interpretability, or simplistic methods like linear regression (LR), which fail to…

机器学习 · 计算机科学 2025-08-06 Paul Gümmer , Julian Rosenberger , Mathias Kraus , Patrick Zschech , Nico Hambauer

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

Data valuation is an essential task in a data marketplace. It aims at fairly compensating data owners for their contribution. There is increasing recognition in the machine learning community that the Shapley value -- a foundational…

密码学与安全 · 计算机科学 2023-02-20 Zhihua Tian , Jian Liu , Jingyu Li , Xinle Cao , Ruoxi Jia , Jun Kong , Mengdi Liu , Kui Ren

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

Accurate and efficient valuation of property is of utmost importance in a variety of settings, such as when securing mortgage finance to purchase a property, or where residential property taxes are set as a percentage of a property's resale…

应用统计 · 统计学 2023-08-16 Aoife K. Hurley , James Sweeney

Personal data has value to both its owner and to institutions who would like to analyze it. Privacy mechanisms protect the owner's data while releasing to analysts noisy versions of aggregate query results. But such strict protections of…

密码学与安全 · 计算机科学 2013-04-08 Chao Li , Daniel Yang Li , Gerome Miklau , Dan Suciu

A geo-marketplace allows users to be paid for their location data. Users concerned about privacy may want to charge more for data that pinpoints their location accurately, but may charge less for data that is more vague. A buyer would…

密码学与安全 · 计算机科学 2020-09-07 Kien Nguyen , John Krumm , Cyrus Shahabi
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