...Jan Schmid; He Cheng Purpose The increasing complexities of real estate market forecasting, in combination with the accelerated evolution of Machine Learning (ML) algorithms, necessitates the optimisation of algorithm selection to reduce computational demands and enhance model accuracy. While...

... it leaves much leeway to appraisers. Multi-factor models are useful and are increasingly being used with transaction-based data rather than appraisal-based data. Machine learning should further our understanding of the determinants of discount and capitalization rates. Originality/value This paper...

...Feibai Huang; Jonathan Rothenbusch; Konstantin Schütz; Sophie Fellenz; Björn-Martin Kurzrock Purpose We demonstrate the practical application of machine learning (ML) techniques in document processing, addressing the increasing need for digitalization in the real estate industry and beyond. Our...

... technologies, diverse applications, potential benefits, inherent limitations and future trends associated with AI-driven valuation models, including machine learning and deep learning methods. Findings The study reveals that AI-powered valuation models offer significant advantages over traditional...

...@hotmail.com © Emerald Publishing Limited 2023 Emerald Publishing Limited Licensed re-use rights only Machine learning eXtreme gradient boosting Online user-generated search data Residential real estate German rental market C33 C45 D83 R211 Therefore, the objective...

... approaches. It can be performed either by using classifications through machine learning (e.g. Li, 2010 ; Hausler et al., 2018) or by using appropriate dictionaries. The dictionary-based approach refers to word lists that contain a sentiment category for each word, which tend to be either positive...

... a modest effect on the results. Originality/value This paper compares a range of linear and machine learning techniques in the context of moving or extending window scenarios that are used in practice but which have not been considered in prior research. The techniques include robust regression, which...