Research graph
References from Valuer-in-the-Loop: A Co-Adaptive Workflow for AI-Enabled Real Estate Valuation. Local targets link to admitted publications; unresolved targets remain external evidence.
Practice Briefing A Vision for Valuation
10.1108/14635780510699998 · 2005 · External reference
10.1007/978-1-137-10336-9
10.1007/978-1-137-10336-9 · External reference
A Historical Narrative of Value Theory in Economics and Appraisal
10.1080/09599916.2025.2547351 · 2026 · External reference
10.4324/9781315680804
10.4324/9781315680804 · External reference
10.1201/9781315775579
10.1201/9781315775579 · External reference
A Machine Learning Approach to Big Data Regression Analysis of Real Estate Prices for Inferential and Predictive Purposes
10.1080/09599916.2019.1587489 · 2019 · External reference
Machine Learning in House Price Analysis: Regression Models versus Neural Networks
10.1016/j.procs.2022.09.078 · 2022 · External reference
K-Nearest Neighbor Algorithm for Predicting Land Sales Price
2022 · External reference
Automated Real Estate Valuation with Machine Learning Models Using Descriptions
10.1016/j.eswa.2022.119147 · 2023 · External reference
Real Estate Price Estimation through a Fuzzy Partition-Driven Genetic Algorithm
10.1016/j.ins.2024.120442 · 2024 · External reference
Mapping the landscape: A systematic literature review on automated valuation models and strategic applications in real estate
10.3846/ijspm.2024.22251 · 2024 · External reference
Unresolved reference
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Unresolved reference
External reference
The Rise of PropTech: Emerging Industrial Technologies and Their Impact on Real Estate
10.1108/jpif-08-2020-0090 · 2021 · External reference
Mapping the Role of Artificial Intelligence in Real Estate: A Bibliometric and Case Study Analysis
2025 · External reference
The future of property valuation: Avms and camas in the era of AI
10.34659/eis.2026.96.1.974 · 2026 · External reference
Digital Transformation in the Real Estate Industry: A Systematic Literature Review of Current Technologies, Benefits, and Challenges
2025 · External reference
Property Use Diversity and Spatial Accessibility within Urban Retailing Centres: Drivers of Retail Rents
10.1080/09599916.2022.2046138 · 2022 · External reference
Unresolved reference
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Unresolved reference
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Unresolved reference
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Unresolved reference
External reference
Unresolved reference
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Unresolved reference
External reference
Writing Integrative Literature Reviews: Guidelines and Examples
10.1177/1534484305278283 · 2005 · External reference
A Typology of Reviews: An Analysis of 14 Review Types and Associated Methodologies
10.1111/j.1471-1842.2009.00848.x · 2009 · External reference
10.3390/land10070683
10.3390/land10070683 · External reference
10.1002/9780470691892.ch5
10.1002/9780470691892.ch5 · External reference
Identifying the Current Status of Real Estate Appraisal Methods
10.2478/remav-2024-0032 · 2024 · External reference
Real Estate Appraisal: A Review of Valuation Methods
10.1108/14635780310483656 · 2003 · External reference
Pricing to Market: Property Valuation Methods—A Practical Review
10.1108/jpif-09-2020-0101 · 2021 · External reference
Pricing to Market: Property Valuation Revisited: The Hierarchy of Valuation Approaches, Methods and Models
10.1108/jpif-05-2018-0033 · 2018 · External reference
Towards a Taxonomy for Real Estate and Land Automated Valuation Systems
10.1108/jpif-07-2020-0087 · 2020 · External reference
Unlocking Value: The Impact of Traditional Valuation Practices on the Number of Vacant Retail Units in the Built Environment
10.1177/26349825231193219 · 2024 · External reference
Hedonic Prices and Implicit Markets: Product Differentiation in Pure Competition
10.1086/260169 · 1974 · External reference
Humans in the Loop
2023 · External reference
DENDRAL: A Case Study of the First Expert System for Scientific Hypothesis Formation
10.1016/0004-3702(93)90068-m · 1993 · External reference
10.1609/aaai.v39i27.35083
10.1609/aaai.v39i27.35083 · External reference
Decision Support and Expert Systems for Real Estate Investment Decisions: A Review
10.1287/inte.20.5.50 · 1990 · External reference
Unresolved reference
External reference
10.1002/9780470691892
10.1002/9780470691892 · External reference
The Role of Knowledge in Valuation Practice: Expert Valuers’ Perceptions
10.1108/jpif-11-2018-0089 · 2019 · External reference
Behavioural Real Estate
2017 · External reference
Property Valuation Variation and the ‘Margin of Error’ in the UK
10.1080/095999198368310 · 1998 · External reference
Valuation variance and negligence: The importance of reasonable care
2002 · External reference
Unresolved reference
External reference
Valuation Uncertainty—When and Why This Is Important
10.1108/jpif-07-2020-0077 · 2020 · External reference
The Uncertainty of Valuation
10.1108/14635780410569470 · 2005 · External reference
Unresolved reference
External reference
Unresolved reference
External reference
Unresolved reference
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Unresolved reference
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10.4324/9780203797648
10.4324/9780203797648 · External reference
Unresolved reference
External reference
10.1007/978-3-319-62510-2
10.1007/978-3-319-62510-2 · External reference
Pricing to Market an Investigation into the Use of Comparable Evidence in Property Valuation
10.1108/jpif-02-2023-0007 · 2020 · External reference
10.1201/9781003140283
10.1201/9781003140283 · External reference
Unresolved reference
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Unresolved reference
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Unresolved reference
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Unresolved reference
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10.15396/eres2024-159
10.15396/eres2024-159 · External reference
Survey on the Use of Automated Valuation Models (AVMs) in Government Assessment Offices: An Analysis of AVM Use, Acceptance, and Barriers to More Widespread Implementation
2022 · External reference
Unresolved reference
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Unresolved reference
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Unresolved reference
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The Mythos of Model Interpretability
10.1145/3233231 · 2018 · External reference
10.1145/3538882.3542790
10.1145/3538882.3542790 · External reference
Real Estate Insights: Establishing Transparency—Setting AI Standards in Property Valuation
10.1108/jpif-04-2024-0050 · 2024 · External reference
10.2139/ssrn.287886
10.2139/ssrn.287886 · External reference
Model-Driven Decision Support Systems: Concepts and Research Directions
10.1016/j.dss.2005.05.030 · 2007 · External reference
Decision Support Systems and Expert Systems: A Comparison
10.1016/0378-7206(85)90066-7 · 1985 · External reference
Unresolved reference
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Unresolved reference
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Unresolved reference
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Unresolved reference
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Hybrid Intelligence
10.1007/s12599-019-00595-2 · 2019 · External reference
Fundamentals for Automating Due Diligence Processes in Property Transactions
10.1108/jpif-09-2019-0130 · 2021 · External reference
An Analytical Study of Information Extraction from Unstructured and Multidimensional Big Data
10.1186/s40537-019-0254-8 · 2019 · External reference
Vision-Based Real Estate Price Estimation
10.1007/s00138-018-0922-2 · 2018 · External reference
Take a Look around: Using Street View and Satellite Images to Estimate House Prices
10.1145/3342240 · 2019 · External reference
Learning to See with Less: A Survey on Computer Vision with Limited and Imperfect Data
10.1007/s11831-026-10558-y · 2026 · External reference
Unresolved reference
External reference
Real Estate Valuation Using Data Mining Software
10.1016/j.proeng.2016.11.621 · 2016 · External reference
10.5220/0006040700620068
10.5220/0006040700620068 · External reference
Unresolved reference
External reference
Comparing Housing Valuation Techniques and Stacked Generalization: Exploiting Explainable AI
10.1007/s11146-025-10030-x · 2026 · External reference
Unresolved reference
External reference
10.3390/electronics13245046
10.3390/electronics13245046 · External reference
10.1002/9780470691892
10.1002/9780470691892 · ExternalCitation · doi-reference
10.1002/9780470691892.ch5
10.1002/9780470691892.ch5 · ExternalCitation · doi-reference
10.1007/978-1-137-10336-9
10.1007/978-1-137-10336-9 · ExternalCitation · doi-reference
10.1007/978-3-319-62510-2
10.1007/978-3-319-62510-2 · ExternalCitation · doi-reference
Vision-Based Real Estate Price Estimation
10.1007/s00138-018-0922-2 · ExternalCitation · doi-reference
Comparing Housing Valuation Techniques and Stacked Generalization: Exploiting Explainable AI
10.1007/s11146-025-10030-x · ExternalCitation · doi-reference
Learning to See with Less: A Survey on Computer Vision with Limited and Imperfect Data
10.1007/s11831-026-10558-y · ExternalCitation · doi-reference
Hybrid Intelligence
10.1007/s12599-019-00595-2 · ExternalCitation · doi-reference
DENDRAL: A Case Study of the First Expert System for Scientific Hypothesis Formation
10.1016/0004-3702(93)90068-m · ExternalCitation · doi-reference
Decision Support Systems and Expert Systems: A Comparison
10.1016/0378-7206(85)90066-7 · ExternalCitation · doi-reference
Model-Driven Decision Support Systems: Concepts and Research Directions
10.1016/j.dss.2005.05.030 · ExternalCitation · doi-reference
Automated Real Estate Valuation with Machine Learning Models Using Descriptions
10.1016/j.eswa.2022.119147 · ExternalCitation · doi-reference
Real Estate Price Estimation through a Fuzzy Partition-Driven Genetic Algorithm
10.1016/j.ins.2024.120442 · ExternalCitation · doi-reference
Machine Learning in House Price Analysis: Regression Models versus Neural Networks
10.1016/j.procs.2022.09.078 · ExternalCitation · doi-reference
Real Estate Valuation Using Data Mining Software
10.1016/j.proeng.2016.11.621 · ExternalCitation · doi-reference
A Machine Learning Approach to Big Data Regression Analysis of Real Estate Prices for Inferential and Predictive Purposes
10.1080/09599916.2019.1587489 · ExternalCitation · doi-reference
Property Use Diversity and Spatial Accessibility within Urban Retailing Centres: Drivers of Retail Rents
10.1080/09599916.2022.2046138 · ExternalCitation · doi-reference
A Historical Narrative of Value Theory in Economics and Appraisal
10.1080/09599916.2025.2547351 · ExternalCitation · doi-reference
Property Valuation Variation and the ‘Margin of Error’ in the UK
10.1080/095999198368310 · ExternalCitation · doi-reference
Hedonic Prices and Implicit Markets: Product Differentiation in Pure Competition
10.1086/260169 · ExternalCitation · doi-reference
Real Estate Appraisal: A Review of Valuation Methods
10.1108/14635780310483656 · ExternalCitation · doi-reference
The Uncertainty of Valuation
10.1108/14635780410569470 · ExternalCitation · doi-reference
Practice Briefing A Vision for Valuation
10.1108/14635780510699998 · ExternalCitation · doi-reference
Pricing to Market an Investigation into the Use of Comparable Evidence in Property Valuation
10.1108/jpif-02-2023-0007 · ExternalCitation · doi-reference
Real Estate Insights: Establishing Transparency—Setting AI Standards in Property Valuation
10.1108/jpif-04-2024-0050 · ExternalCitation · doi-reference
Pricing to Market: Property Valuation Revisited: The Hierarchy of Valuation Approaches, Methods and Models
10.1108/jpif-05-2018-0033 · ExternalCitation · doi-reference
Valuation Uncertainty—When and Why This Is Important
10.1108/jpif-07-2020-0077 · ExternalCitation · doi-reference
Towards a Taxonomy for Real Estate and Land Automated Valuation Systems
10.1108/jpif-07-2020-0087 · ExternalCitation · doi-reference
The Rise of PropTech: Emerging Industrial Technologies and Their Impact on Real Estate
10.1108/jpif-08-2020-0090 · ExternalCitation · doi-reference
Fundamentals for Automating Due Diligence Processes in Property Transactions
10.1108/jpif-09-2019-0130 · ExternalCitation · doi-reference
Pricing to Market: Property Valuation Methods—A Practical Review
10.1108/jpif-09-2020-0101 · ExternalCitation · doi-reference
The Role of Knowledge in Valuation Practice: Expert Valuers’ Perceptions
10.1108/jpif-11-2018-0089 · ExternalCitation · doi-reference
A Typology of Reviews: An Analysis of 14 Review Types and Associated Methodologies
10.1111/j.1471-1842.2009.00848.x · ExternalCitation · doi-reference
The Mythos of Model Interpretability
10.1145/3233231 · ExternalCitation · doi-reference
Take a Look around: Using Street View and Satellite Images to Estimate House Prices
10.1145/3342240 · ExternalCitation · doi-reference
10.1145/3538882.3542790
10.1145/3538882.3542790 · ExternalCitation · doi-reference
Writing Integrative Literature Reviews: Guidelines and Examples
10.1177/1534484305278283 · ExternalCitation · doi-reference
Unlocking Value: The Impact of Traditional Valuation Practices on the Number of Vacant Retail Units in the Built Environment
10.1177/26349825231193219 · ExternalCitation · doi-reference
An Analytical Study of Information Extraction from Unstructured and Multidimensional Big Data
10.1186/s40537-019-0254-8 · ExternalCitation · doi-reference
10.1201/9781003140283
10.1201/9781003140283 · ExternalCitation · doi-reference
10.1201/9781315775579
10.1201/9781315775579 · ExternalCitation · doi-reference
Decision Support and Expert Systems for Real Estate Investment Decisions: A Review
10.1287/inte.20.5.50 · ExternalCitation · doi-reference
10.15396/eres2024-159
10.15396/eres2024-159 · ExternalCitation · doi-reference
10.1609/aaai.v39i27.35083
10.1609/aaai.v39i27.35083 · ExternalCitation · doi-reference
10.2139/ssrn.287886
10.2139/ssrn.287886 · ExternalCitation · doi-reference
Identifying the Current Status of Real Estate Appraisal Methods
10.2478/remav-2024-0032 · ExternalCitation · doi-reference
10.3390/electronics13245046
10.3390/electronics13245046 · ExternalCitation · doi-reference
10.3390/land10070683
10.3390/land10070683 · ExternalCitation · doi-reference
The future of property valuation: Avms and camas in the era of AI
10.34659/eis.2026.96.1.974 · ExternalCitation · doi-reference
Mapping the landscape: A systematic literature review on automated valuation models and strategic applications in real estate
10.3846/ijspm.2024.22251 · ExternalCitation · doi-reference
10.4324/9780203797648
10.4324/9780203797648 · ExternalCitation · doi-reference
10.4324/9781315680804
10.4324/9781315680804 · ExternalCitation · doi-reference
10.5220/0006040700620068
10.5220/0006040700620068 · ExternalCitation · doi-reference
