... of price-formation mechanisms. Design/methodology/approach An exploratory case study compares multiple linear regression ( MLR ), artificial neural networks ( ANN ), random forest ( RF ) and a hybrid stacking model combining ANN and RF . The analysis includes variable definition, data collection...

... by providing an analysis of multiple linear regression, RR and ARIMAX models within the specific context of property price prediction in the turbulent Ukrainian real estate market. This comprehensive analysis not only offers insights into the performance of these methodologies but also explores...