Acknowledgement
The authors express their gratitude to Construction Management and Computer Integrated Construction Lab of Hanyang University for help and consideration while making the research, conducting the data analysis and writing this paper.
References
- Adalid, R., and Detken, C. (2007). Liquidity shocks and asset price boom/bust cycles. ECB Working paper, 732.
- Adenomon, M., and Oyejola, B. (2014). "Forecasting Meteorological Time Series Data with a Reduced Form Var Model and Three Univariate Time Series Techniques: A Comparative Study." Social and Basic Sciences Research Review, 2(3), pp. 139-152.
- Akca, T. (2023). "House price dynamics and relations with the macroeconomic indicators in Turkey." International Journal of Housing Markets and Analysis , 16(4), pp. 812-827.
- Akkay, R.C. (2021). "The macroeconomic determinants of the housing prices in Turkey." Erciyes universitesi Iktisadi ve Idari Bilimler Fakultesi Dergisi, 58, pp. 241-264.
- Al-Masum, M.A., and Lee, C.L. (2019). "Modelling housing prices and market fundamentals: evidence from the Sydney housing market." International Journal of Housing Markets and Analysis , 12(4), pp. 746-762.
- Anari, A., and Kolari, J. (2002). "House prices and inflation." Real Estate Economics , 30(1), pp. 67-84.
- Apergis, N. (2003). "Housing prices and macroeconomic factors: prospects within the European Monetary Union." International real estate review, 6(1), pp. 63-74.
- Asadov, A., Ibrahim, M., and Yildirim, R. (2023). "Impact of house price on economic stability: some lessons from OECD countries." The Journal of Real Estate Finance and Economics , pp. 1-31.
- Bagliano, F.C., and Favero, C.A. (1998). "Measuring monetary policy with VAR models: An evaluation." European Economic Review, 42(6), pp. 1069-1112.
- Bank of international settlements (2022). BIS residential property price statistics in Q2 2022, BIS, pp. 1-8.
- Benazic, M., and Uckar, D. (2023). "The impact of selected macroeconomic variables on house prices in Croatia." Ekonomska misao i praksa , pp. 1-24.
- Bentour, E.M. (2015). A ranking of VAR and structural models in forecasting.
- Chang, Y. (2021). "Monetary policy synchronization of Korea and United States reflected in the statements." The Korean Journal of Applied Statistics , 34(1), pp. 115-126.
- Chattha, Muhammad Ali (2021). DeepLSF: Fusing Knowledge and Data for Time Series Forecasting.
- Cho, D. (2022). "The Korean Economy in the Swirl of Pandemic." Korea's Economy, 32, pp. 1-8.
- Chu, B., and Qureshi, S. (2023). "Comparing out-of-sample performance of machine learning methods to forecast US GDP growth." Computational Economics , 62(4), pp. 1567-1609.
- Cohen, V., and Karpaviciute, L. (2017). "The analysis of the determinants of housing prices." Independent journal of management & production, 8(1), pp. 049-063.
- Colak, Z. (2021). "A causality analysis on factors affecting housing prices: case of Turkey." Journal Of Business Economics and Finance , 10(2), pp. 58-71.
- Dickey, D., and Fuller, W. (1979). "Distribution of the estimators for autoregressive time series with a unit root." Journal of the American Statistical Association , 74(366), pp. 427-431.
- Duan, J., Tian, G., Yang, L., and Zhou, T. (2021). "Addressing the macroeconomic and hedonic determinants of housing prices in Beijing Metropolitan Area, China." Habitat International, 113, pp. 1-11.
- Enders, W. (2004). Applied econometric time series , 2nd ed., Ames, Wiley, p. 301.
- Gaspareniene, L., Remeikiene, R., and Skuka, A. (2016). "Assessment of the impact of macroeconomic factors on housing price level: Lithuanian case." Intellectual Economics , 10(2), pp. 122-127.
- Glaeser, E., Gyourko, J., Morales, E., and Nathanson, C. (2014). "Housing dynamics: An urban approach." Journal of Urban Economics , 81, pp. 45-56.
- Goel, S., Leishman, C., and MacLennan, D. (2023). "How does the housing market affect financial and economic stability?" Economic Observatory.
- Greiber, C., and Setzer, R. (2007). Money and Housing: Evidence for the Euro Area and the US. Bundesbank Series 1 Discussion Paper No. 2007, 12.
- Grum, B., and Govekar, D. (2016). "Influence of Macroeconomic Factors on Prices of Real Estate in Various Cultural Environments: Case of Slovenia, Greece, France, Poland and Norway." Procedia Economics and Finance , 39, pp. 5987-604.
- He, Y., and Wang, Y. (2022). "Macroeconomic effects of COVID-19 pandemic: Fresh evidence from Korea." Sustainability, 14(9), 5100.
- Hochreiter, S., and Schmidhuber, J. (1997). "Lstm can solve hard long time lag problems." Advances in neural information processing systems , pp. 473-479.
- Hossain, B., and Latif, E. (2009). "Determinants of housing price volatility in Canada: a dynamic analysis." Applied Economics , 41(27), pp. 3521-3531.
- Hwang, S., Park, M., Lee, H., and Yoon, Y. (2010). "Analysis of the Korean Real Estate Market and Boosting Policies Focusing on Mortgage Loans: Using System Dynamics." Korean Journal of Construction Engineering and Management, KICEM, 11(1), pp. 101-112.
- Hochreiter, S., and Schmidhuber, J. (1997). "Long Sort-Term Memory." Neural Computation, 9(8), pp. 1735-1780.
- Iacoviello, M. (2000). House prices and the macroeconomy in Europe: results from a structural VAR analysis.
- International Monetary Fund (2023). IMF Executive Board Concludes 2023 Article IV Consultation with Republic of Korea. https://www.imf.org/en/News/Articles/2023/11/16/pr23397-republic-of-korea-imfexec-board-concludes-2023-art-iv-consult (January 8, 2024).
- Irandoust, M. (2019). "House Prices and Unemployment: An Empirical Analysis of Causality." International Journal of Housing Markets and Analysis , 12(1), pp. 148-164.
- Jacobson, T., Jansson, P., Vredin, A., and Warne, A. (2001). "Monetary policy analysis and inflation targeting in a small open economy: a VAR approach." Journal of Applied Econometrics , 16(4), pp. 487-520.
- Jacobsen, D., and Naug, B. (2005). "What drives house prices?" Penger of Kreditt Economic Bulletin 05 Q1, pp. 29-41.
- Kang, M., Choi, Y., Kim, J., Lee, K.O., Lee, S., Park, I.K., and Seo, I. (2020). "COVID-19 impact on city and region: what's next after lockdown?." International Journal of Urban Sciences , 24(3), pp. 297-315.
- Kartal, M.T., Kilic Depren, S., and Depren, O. (2023). "Housing prices in emerging countries during COVID-19: evidence from Turkey." International Journal of Housing Markets and Analysis , 16(3), pp. 598-615.
- Khan, Md. S., and Khan, U. (2020). "Comparison of forecasting prsormance with VAR vs. ARIMA models using economic variables of Bangladesh." Asian Journal of Probability and Statistics , 10(2), pp. 33-47.
- Kim, J.G. (2013). "An empirical analysis on the relationship between stock price, interest rate, price index and housing price using VAR model." Journal of Distribution Science , 11(10), pp. 63-72.
- Kim, H., Chin, K., and Lee, K. (2012). "A study on Relationship between House Rental Price and Macroeconomic Variables." Korean Journal of Construction Engineering and Management, KICEM, 13(2), pp. 128-136.
- Korean Statistical Information Service (2023). Housing sales price index by scale. KOSIS. <https://www.kosis.kr/eng>(Oct. 25, 2023).
- Korkmaz, O. (2019). "The relationship between housing prices and inflation rate in Turkey: Evidence from panel Konya causality test." International Journal of Housing Markets and Analysis , 13(3), pp. 427-452.
- Laurinavicius, A., Laurinavicius, A., and Laurinavicius, A. (2022). "Macroeconomic variables influencing housing prices in Vilnius." International Journal of Strategic Property Management, 26(1), pp. 23-34.
- Makridakis, S. (1993). "Accuracy measures: theoretical and practical concerns." International Journal of Forecasting, 9(4), pp. 527-529.
- Marfatia, H. (2021). "Time-frequency linkages of international housing markets and macroeconomic drivers." International Journal of Housing Markets and Analysis , 14(4), pp. 652-679.
- Mishra, S, Singh, T., Manish, K., and Satakshi. (2023). "Multivariate time series short term forecasting using cumulative data of coronavirus." Evolving Systems , 15, pp. 811-828.
- MOFA. (2020). All about Korea's response to COVID-19. Government of the Republic of Korea. Retrieved <https://www.mofa.go.kr/> (Oct. 27, 2023).
- Mohan, S., Hutson, A., MacDonald, I., and Lin, C.C. (2019). "Impact of macroeconomic indicators on housing prices." International Journal of Housing Markets and Analysis , 12(6), pp. 1055-1071.
- Nguyen, T.B., and Le, C.V. (2023). "Impacts of monetary policy on housing prices in five emerging economies during the Covid-19 pandemic." International Journal of Housing Markets and Analysis.
- Nneji, O., Brooks, C., and Ward, C.W. (2013). "House price dynamics and their reaction to macroeconomic changes." Economic Modelling, 32, pp. 172-178.
- Oh, S., Moon, H.C., and Zhong, Y. (2020). "Contingency management and supply chain performance in Korea: A covid-19 pandemic approach." Sustainability, 12(23), p. 9823.
- Otrok, C., and Terrones, M.E. (2005). "House prices, interest rates and macroeconomic fluctuations: international evidence." International Monetary Fund, mimeo.
- Panagiotidis, T., and Printzis, P. (2016). "On the macroeconomic determinants of the housing market in Greece: a VECM approach." International Economics & Economic Policy, 13(3), pp. 387-409.
- Pinjaman, S., and Kogid, M. (2020). "Macroeconomic determinants of house prices in Malaysia." Jurnal Ekonomi Malaysia , 54(1), pp. 153-165.
- Pommeranz, C., and Steininger, B. (2020). "What drives the premium for energy-efficient apartments - green awareness or purchasing power?" Journal of Real Estate Finance and Economics , 62(2), pp. 220-241.
- Shetty, J., Cottur, K., Shobha, G., and Prajwal, Y. (2023). "A weighted ensemble of VAR and LSTM for multivariate forecasting of cloud resource usage." Journal of Advances in Information Technology , 14(2), pp. 264-270.
- Sims, C. (1980). "Macroeconomic and reality." Econometrica , 48(1), pp. 1-48.
- Sipos C., and Buglea, A. (2015). "An analysis of the evolutions of real estate market and purchasing power within the European Union." Theoretical and Applied Economics , 22, p. 8.
- Son, J., and Park, H. (2019). "U.S. interest rate and household debt sustainability : the case of Korea." Sustainability, 11(3759), pp. 1-16.
- Stefanski, M. (2023). "Quantitative easing during the COVID-19 pandemic: a cross-country study." SGH KAE Working Papers Series, 088, pp. 1-80.
- Trofimov, I., Aris, N., and Xuan, D. (2018). "Macroeconomic and demographic determinants of residential property prices in Malaysia." Zagreb International Review of Economics and Business , 21(2), pp. 71-96.
- Willmont, C., and Matsuura, K. (2005). "Advantages of the mean absolute error (MAE) over mean square error (RMSE) in assessing average model performance." Climate Research, 30(1), pp. 79-82.
- Yiu, C.Y. (2021). "Why house prices increase in the COVID-19 recession: A five-country empirical study on the real interest rate hypothesis." Urban Science , 5(4), p. 77.
- Yu, L., Jiao, C., Xin, H., Wang, Y., and Wang, K. (2018). "Prediction on housing price based on deep learning." International Journal of Computer and Information Engineering, 12(2), pp. 90-99.
- Zhai, W., Wu, G., Xin, L., and Niu, L. (2021). "Forecast of Broad Money Supply Based on Long Short-term Memory Neural Network (LSTM-NN)." In 2021 7th International Conference on Big Data and Information Analytics, pp. 406-412.