Concepedia

Machine Learning Valuation Models

Machine Learning Valuation Models is a computational valuation framework that employs machine learning algorithms to estimate market value by learning complex, non-linear relationships between property characteristics and transaction prices from large datasets, distinguishing it from traditional appraisal methods through its data-driven, adaptive prediction capability.

249

Publications

10.3K

Citations

598

Authors

312

Institutions

Publications per year

2017–2026

181

Parents

Publications

249

Computational Intelligence and Financial Markets: A Survey and Future Directions

Rodolfo C. Cavalcante, Rodrigo C. Brasileiro, Victor L. F. Souza et al. · Expert Systems with Applications · 2016 · 589 citations

, , +16

A Novel Machine Learning Model for Estimation of Sale Prices of Real Estate Units

Mohammad Hossein Rafiei, Hojjat Adeli · Journal of Construction Engineering and Management · 2015 · 282 citations

, , +17

Predicting property prices with machine learning algorithms

Winky K.O. Ho, Bo Tang, Siu Wai Wong · Journal of Property Research · 2020 · 281 citations · Full text

, , +17

An Exploration of Neural Networks and Its Application to Real Estate Valuation

Elaine Worzala, Margarita M. Lenk, Ana Silva · Journal of Real Estate Research · 1995 · 267 citations

, , +13

Explaining a series of models by propagating Shapley values

Hugh Chen, Scott Lundberg, Su‐In Lee · Nature Communications · 2022 · 241 citations · Full text

, , +14

1–5 of 249

Authors

598

  1. RB
    Rotimi Boluwatife Abidoye

    UNSW Sydney, Australia

    7 publications · 326 citations

    7

    h-index

  2. AP
    Albert P.C. Chan

    Hong Kong Polytechnic University, Hong Kong SAR China

    5 publications · 284 citations

    5

    h-index

  3. PM
    Pierluigi Morano

    Polytechnic University of Bari, Italy

    3 publications · 93 citations

    3

    h-index

  4. CL
    Changro Lee

    Kangwon National University, South Korea

    3 publications · 36 citations

    3

    h-index

  5. MH
    Martin Hoesli

    University of Geneva, Switzerland

    3 publications · 278 citations

    3

    h-index

1–5 of 598

Institutions

312

  1. Hong Kong Polytechnic University

    Hong Kong, Hong Kong

    6 h-index

    12 publications

    1.1K citations

  2. University of Aberdeen

    Aberdeen, United Kingdom

    4 h-index

    5 publications

    372 citations

  3. University of Cambridge

    Cambridge, United Kingdom

    4 h-index

    4 publications

    87 citations

  4. UNSW Sydney

    Sydney, Australia

    4 h-index

    12 publications

    368 citations

  5. The Ohio State University

    Columbus, United States

    3 h-index

    3 publications

    574 citations

  6. Lancaster University

    Lancaster, United Kingdom

    3 h-index

    3 publications

    66 citations

  7. University of Oxford

    Oxford, United Kingdom

    3 h-index

    3 publications

    74 citations

  8. Wrocław University of Science and Technology

    Wroclaw, Poland

    3 h-index

    9 publications

    256 citations

1–8 of 312

Venues

  1. SSRN Electronic Journal

    Repository · 10 publications · 174 citations

    10

    h-index

  2. arXiv (Cornell University)

    Repository · 9 publications · 297 citations

    9

    h-index

  3. Journal of Property Research

    7 publications · 676 citations

    7

    h-index

  4. Land Use Policy

    6 publications · 531 citations

    6

    h-index

  5. Expert Systems with Applications

    5 publications · 814 citations

    5

    h-index

1–5