<ul><li>Real estate appraisal is transitioning from manual to automated valuation, with a focus on multimodal machine learning.</li><li>Multimodal machine learning integrates diverse data sources to improve prediction accuracy and interpretability.</li><li>This survey provides a comprehensive review of research efforts in the real estate domain.</li><li>Future research directions include exploring multimodal complementarity and technology advancements.</li></ul>

Multimodal Machine Learning for Real Estate Appraisal: A Comprehensive Survey

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