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Related papers: The Mathematics of Income Property Valuation

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The valuation of real estates (e.g., house, land, among others) is of extreme importance for decision making. Their singular characteristics make valuation through hedonic pricing methods dificult since the theory does not specify the…

Applications · Statistics 2011-11-04 Lutemberg Florencio , Francisco Cribari-Neto , Raydonal Ospina

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…

Computers and Society · Computer Science 2021-09-17 Francesco Bergadano , Roberto Bertilone , Daniela Paolotti , Giancarlo Ruffo

The real estate market is vital to global economies but suffers from significant information asymmetry. This study examines how Large Language Models (LLMs) can democratize access to real estate insights by generating competitive and…

Artificial Intelligence · Computer Science 2025-10-01 Margot Geerts , Manon Reusens , Bart Baesens , Seppe vanden Broucke , Jochen De Weerdt

Many brokers have adapted their operation to exploit the potential of the web. Despite the importance of the real estate classifieds, there has been little work in analyzing such data. In this paper we propose a two-stage regression model…

Information Retrieval · Computer Science 2015-11-17 Sherief Abdallah

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

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…

Computer Vision and Pattern Recognition · Computer Science 2023-02-02 Mahdieh Yazdani , Maziar Raissi

In this extended abstract, we present an end to end approach for building a taxonomy of home attribute terms that enables hierarchical recommendations of real estate properties. We cover the methodology for building a real-estate taxonomy,…

Information Retrieval · Computer Science 2022-10-28 Zachary Harrison , Anish Khazane

In recent years, machine learning (ML) techniques have become a powerful tool for improving the accuracy of predictions and decision-making. Machine learning technologies have begun to penetrate all areas, including the real estate sector.…

Machine Learning · Computer Science 2025-06-25 Oleh Pastukh , Viktor Khomyshyn

In this paper, we review modern approaches to building interpretable models of property markets using machine learning on the base of mass valuation of property in the Primorye region, Russia. There are numerous potential difficulties one…

Statistical Finance · Quantitative Finance 2026-02-18 Alexey S. Tanashkin , Irina G. Tanashkina , Alexander S. Maksimchuik

Valuations, as additive functionals, allow various applications in Stochastic Geometry, yielding mean value formulas for specific random closed sets and processes of convex or polyconvex particles. In particular, valuations are especially…

Probability · Mathematics 2015-10-28 Julia Hörrmann , Wolfgang Weil

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…

Machine Learning · Computer Science 2020-08-25 Shashi Bhushan Jha , Vijay Pandey , Rajesh Kumar Jha , Radu F. Babiceanu

This is the first part of a series of articles where we are going to develop theory of valuations on manifolds generalizing the classical theory of continuous valuations on convex subsets of a linear space. In this article we still work…

Metric Geometry · Mathematics 2011-11-16 Semyon Alesker

We give formulae for first and second derivatives of generalized eigenvalues/eigenvectors of symmetric matrices and generalized singular values/singular vectors of rectangular matrices when the matrices are linear or nonlinear functions of…

Computation · Statistics 2025-08-18 Jan de Leeuw

We examine some numerical iterative methods for computing the eigenvalues and eigenvectors of real matrices. The five methods examined here range from the simple power iteration method to the more complicated QR iteration method. The…

Numerical Analysis · Mathematics 2011-05-09 Maysum Panju

We study a mathematical model for the optimization of the price of real estate (RE). This model can be characterised by a limited amount of goods, fixed sales horizon and presence of intermediate sales and revenue goals. We develop it as an…

Mathematical Finance · Quantitative Finance 2024-08-23 Lev Razumovskiy , Mariya Gerasimova , Nikolay Karenin

This article presents a mathematical model of dynamic pricing for real estate (RE) that incorporates multiple pricing groups, thereby expanding the capabilities of existing models. The developed model solves the problem of maximizing…

Mathematical Finance · Quantitative Finance 2024-11-13 Lev Razumovskiy , Mariya Gerasimova , Nikolay Karenin , Mikhail Safro

A large proportion of market making models derive from the seminal model of Avellaneda and Stoikov. The numerical approximation of the value function and the optimal quotes in these models remains a challenge when the number of assets is…

Trading and Market Microstructure · Quantitative Finance 2022-09-27 Philippe Bergault , David Evangelista , Olivier Guéant , Douglas Vieira

We give a first-order definition of key polynomials, we show the links with previous definitions, that it is relevant to study key degrees, and to use a kind of valuations that we call partially multiplicative. We also prove or reprove…

Commutative Algebra · Mathematics 2022-05-19 Gérard Leloup

This volume is a collection of six papers on the use of auxiliary information and 'a priori' values in construction of improved estimators. The work included here will be of immense application for researchers and students who emply…

Methodology · Statistics 2010-02-19 Rajesh Singh , Pankaj Chauhan , Nirmala Sawan , Florentin Smarandache

Estimates of the approximate factor model are increasingly used in empirical work. Their theoretical properties, studied some twenty years ago, also laid the ground work for analysis on large dimensional panel data models with cross-section…

Econometrics · Economics 2020-08-04 Jushan Bai , Serena Ng
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