Interpreting Housing Prices with a MultidisciplinaryApproach Based on Nature-Inspired Algorithms and Quantum Computing

Author:

De Paola Pierfrancesco1ORCID,Previtera Simone1,Manganelli Benedetto2ORCID,Forte Fabiana3,Del Giudice Francesco Paolo4ORCID

Affiliation:

1. Department of Industrial Engineering, University of Naples Federico II, 80125 Naples, Italy

2. School of Engineering, University of Basilicata, 85100 Potenza, Italy

3. Department of Architecture and Industrial Design, University of Campania “Luigi Vanvitelli”, 81031 Aversa, Italy

4. Department of Architecture and Design, Sapienza University of Rome, 00185 Rome, Italy

Abstract

Current technology still does not allow the use of quantum computers for broader and individual uses; however, it is possible to simulate some of its potentialities through quantum computing. Quantum computing can be integrated with nature-inspired algorithms to innovatively analyze the dynamics of the real estate market or any other economic phenomenon. With this main aim, this study implements a multidisciplinary approach based on the integration of quantum computing and genetic algorithms to interpret housing prices. Starting from the principles of quantum programming, the work applies genetic algorithms for the marginal price determination of relevant real estate characteristics for a particular segment of Naples’ real estate market. These marginal prices constitute the quantum program inputs to provide, as results, the purchase probabilities corresponding to each real estate characteristic considered. The other main outcomes of this study consist of a comparison of the optimal quantities for each real estate characteristic as determined by the quantum program and the average amounts of the same characteristics but relative to the real estate data sampled, as well as the weights of the same characteristics obtained with the implementation of genetic algorithms. With respect to the current state of the art, this study is among the first regarding the application of quantum computing to interpretation of selling prices in local real estate markets.

Publisher

MDPI AG

Subject

Building and Construction,Civil and Structural Engineering,Architecture

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