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Kucklick, Jan-Peter: Multi-view learning and explainable artificial intelligence for real estate appraisal : von Jan-Peter Kucklick. Paderborn, 2023
Content
Synopsis
Introduction
Motivation
Research objective and research question
Thesis structure
Background
Real estate appraisal for tabular data
Real estate appraisal in the economic context
Hedonic real estate appraisal
Machine Learning for real estate appraisal
Deep Learning for image data
The nature of image data
Building blocks of Convolutional Neural Networks
Multi-view learning
An introduction to multi-view learning
Delimitation between multi-view learning and multi-modality
Explainable Artificial Intelligence
Technical aspects of Explainable Artificial Intelligence
Socio aspects of Explainable Artificial Intelligence
Related work in multi-view real estate appraisal
Motivation for multi-view learning in real-estate appraisal
Comparison of related work in multi-view real estate appraisal
Methodology
Machine Learning as a quantitative research method
Taxonomy development
Results
The house of real estate appraisal
Summary of the papers
Cross-study generalization
Discussion
Reflection on research results
Predictive power of different data views
Predictive performance of multi-view learning strategies
Explainability of multi-view learning real estate appraisal algorithms
Improvement of real estate appraisal models
Implications
Implications for research
Implications for practice
Closure
Limitations
Outlook
Publications
A Comparison of Multi-View Learning Strategies for Satellite Image-based Real Estate Appraisal
Quantifying the Impact of Location Data for Real Estate Appraisal - A GIS-Based Deep Learning Approach
Visual Interpretability of Image-based Real Estate Appraisal
Tackling the Accuracy–Interpretability Trade-off: Interpretable Deep Learning Models for Satellite Image-based Real Estate Appraisal
Elucidating the Predictive Power of Search and Experience Qualities for Pricing of Complex Goods – A Machine Learning-based Study on Real Estate Appraisal
HIEF: A Holistic Interpretability and Explainability Framework
Bibliography
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