A Study on the Clustering Method of Row and Multiplex Housing in Seoul Using K-Means Clustering Algorithm and Hedonic Model |
Kwon, Soonjae
(Business Administration, Daegu University)
Kim, Seonghyeon (National Information Society Agency(NIA)) Tak, Onsik (KN Company) Jeong, Hyeonhee (Business Administration, Daegu University) |
1 | Park, W. S. and B. J. Rhlm. "A Study on the Factors Affection Apartment Price by Using Hedonic Price Model". Korea Real Estate Society, Vol. 28, No. 2 (2010). 245-271. |
2 | Romesburg, C., Cluster Analysis for Researchers., North Carolina: Lulu Press. 2004. |
3 | Redmond, S. J., and. H. Conor, "A Method for Initialising the K-means Clustering Algorithm Using Kd-trees,", Pattern recognition letters , Vol. 28, No. 8 (2007), 965-973. DOI |
4 | Rosen, S., "Hedonic Prices and Implicit Markets: Product Differentiation in Pure Competition.", Journal of Political Economy, Vol. 82, No. 1 (1974), 34-55. DOI |
5 | Ricardo, B. Y., and R. N. Berthier., Modern Information Retrieval., New York: ACM press, 1999. |
6 | Ryu, K., S. Choi, and S. Lee, "Median Price Index for Single-family housing and Multi-family housing in Seoul," Journal of the Korea Real Estate Analysts Association, Vol. 18, No. 2 (2012), 57-72. |
7 | Seo, S. B., and S. N. Kwak., "A Study on the Adequacy of Standard Comparison Table of Land Price by Hedonic Price Model.", Journal of Korea Planning Association, Vol. 49, No. 5 (2014), 187-204 |
8 | Yang, M., Y. Lee., and J. S. Song., "Application of Hedonic Price Model to Korean Antique Art Data.", Journal of Information Technology Applications & Management, Vol. 23, No. 4 (2016), 41-53. DOI |
9 | Yeom. M. B., and K. M. Kim., " Deriving the Causes of Low Fertility and Policy Demand through Cluster Analysis."., Journal of Economy, Vol. 29, No. 1 (2011), 163-190. |
10 | Yong, H. S., Y. M. Na., J. S. Park., H. W. Seung., M. S. Lee., and R. Choi., Data Mining., Seoul: Infiniti Books, 2007. |
11 | Yun, H. Y., Y. S. Koo and D. R. Choi. "A Development of Ensemble Model Based on Cluster Analysis to improve PM10 Forecasting Accuracy : Focus on the Weighted Average Ensemble by Weather Cluster." Journal of Korean Society of Urban Environment, Vol. 17, No. 1 (2017), 33-42. |
12 | Adriaans, P. and D. Zantinge, Data Mining, Addision-Wesley Harlow, 1996 |
13 | Chen, M. S., J. Han, and P. S. Yu, "Data Mining: an Overview from a Database Perspective." IEEE Transactions on Knowledge and data Engineering, Vo1. 8, No. 6 (1996), 866-883. |
14 | Fayyad, U. M. "Data Mining and Knowledge Discovery: Making Sense out of Data." IEEE Expert: Intelligent Systems and Their Applications, Vol. 11, No. 5 (1996), 20-25. DOI |
15 | Hall, M., I. Witten, and E. Frank., Data Mining: Practical Machine Learning Tools and Techniques., Kaufmann, Burlington, 2011 |
16 | Jain, A. K., "Data Clustering: 50 years beyond K-means." Pattern Recognition Letters, Vol. 31, No. 8 (2010), 651-666. DOI |
17 | Kang, H. C., S. T. Han, J. H. Choi, S. G. Lee., E. S. Kim, I. H. Eom., and M. G. Kim., Data Mining Methodology., Seoul: Free Academy, 2006. |
18 | Jang, M., and C. Kang., "A Study on the Spatial Structure of Row-House and Multi-Family House and Its Policy Implications in Seoul," Journal of the Korea Real Estate Analysts Association, Vol. 24, No. 2 (2014), 87-96. |
19 | Jang, N. S., S. W. Hong and J. H. Jang, Data mining, Seoul: Daechung Media, 1999 |
20 | Jung, U. B. and H. R. Lee, "Core Attributes Influencing the Room Rate of Deluxe Hotels in Seoul: Focused on a Hedonic Price Model", Journal of Tourism Sciences, Vol. 41, No. 3 (2017), 131-149. |
21 | Kim, B. R., Y. I. Yoon, and M. S. Chung., "A Hedonic Model Effects for Consumeroriented Retargeting Advertising Based on Internet of Things." Journal of the Korea Society of Computer and Information, Vol. 22, No. 2 (2017), 75-80. DOI |
22 | Kim, H. H., T. S. Lee., J. M. Kim., and T. H. Ahn., "Small Area Categorization by Socioeconomic Characteristics for Local Government Policy Development.", The Geographical Journal of Korea, Vol. 49, No. 2 (2015), 229-240. |
23 | Kim, S. W. and K. S. Chung, "Comparative Study of the Fitness between Traditional OLS Models and Spatial Econometrics Models Using the Real Transaction Housing Price in the Busan.", Journal of the Korea Real Estate Analysts Association, Vol. 16, No. 3 (2010), 41-55. |
24 | Kim, J. H., "An Analysis on the Spatio-temporal Heterogeneity of Real Transaction Price of Apartment in Seoul Using the Geostatistical Methods", Journal of the Korean Society for Geospatial Information Science, Vol. 24, No. 4 (2016), 75-81. |
25 | Kim, J. I., "The Comparison of Local Housing Price Determinants by Housing Type", Housing Studies Review, Vol. 25, No. 2 (2017), 175-195. |
26 | Lee, C., J. Lee, and S. Lim, "The Non-Apartment Rental Housing Market Analysis," Journal of the Korea Real Estate Analysts Association, Vol. 13, No. 1 (2007), 25-47. |
27 | Kim, J. M., "New Optimization Algorithm for Data Clustering", Journal of Intelligence and Information Systems, Vol. 13, No. 3 (2007), 31-45. |
28 | Koo, W. Y. "Understanding Data Mining and Utilizing the Mechanical Field " Magazine of the SAREK, Vol. 45, No. 1 (2016), 38-43. |
29 | Kwon, J. W., and H.C. Kim. "Estimation of Housing Price Index using a Varying Parameter Model." Journal of the Korean Urban Management Association, Vol. 19, No. 1 (2006), 175-200. |
30 | Lee, S. W., and J. Y. Kim, "Transactions Clustering based on Item Similarity", Journal of Intelligence and Information Systems, Vol. 9, No. 1 (2003), 179-193. |
31 | Lee, S. W. and W. H. Lee, "Refining Initial Seeds using Max Average Distance for K-Means Clustering." Journal of Korean Society for Internet Information, Vo.12, No. 2 (2011), 103-111. |
32 | Lee, S. W., "Comparison of Initial Seeds Methods for K-Means Clustering." Journal of Korean Society for Internet Information, Vol. 13, No. 6 (2012), 1-8. |
33 | Lee, G., and K. Kim, "A Study on the Spatial Mismatch between the Assessed Land Value and Housing Market Price: Exploring the Scale Effect of the MAUP." Journal of the Korean Geographical Society, Vol. 48, No. 6 (2013), 879-896. |
34 | Lee, Y. M, "A Review of the Hedonic Price Model." Journal of the Korea Real Estate Analysis Association, Vol. 14, No. 1 (2008), 81-87. |
35 | Leonard, T., T. M. Powell-Wiley., C. Ayers., J. C. Murdoch, W. Yin, and S. L. Pruitt, "Property Values as a Measure of Neighborhoods: An Application of Hedonic Price Theory." Epidemiology, Vol. 27, No. 4 (2016), 518-524. DOI |
36 | Meghani, S. H., and G. J. Knafl., "Salient Concerns in Using Analgesia for Cancer Pain among Outpatients: A Cluster Analysis Study." World Journal of Clinical Oncology, Vol. 8, No. 1 (2017), 75. DOI |
37 | Lloyd, S., "Least Squares Quantization in PCM," IEEE Transactions on Information Theory, Vol. 28, No. 2 (1982), 129-137. DOI |
38 | MacQueen, J., "Some Methods for Classification and Analysis of Multivariate Observations," Proceedings of the Fifth Berkeley Symposium on Mathematical Statistics and Probability, Vol. 1. No. 14 (1967), 281-297. |
39 | Malpezzi, S., "Hedonic Pricing Models: a Selective and Applied Review." In: O'Sullivan, T., Gibb, K. (Eds.), Housing Economics and Public Policy., Blackwell, Oxford, UK, 2002, 67-89. |
40 | Na, M. Y., A Technique to Extract Useful Knowledge from a Large Knowledge Database., Data Base World, 1997. |
41 | Nam, J. and J. H.Kim. "An Analysis of Factor Influencing on the Choice of Housing Types and Tenure by Income Bracket in Seoul" Journal of the Korean Urban Management Association, Vol. 28, No. 2 (2015), 199-222. |
42 | Brachman, R. J., and T. Anand., The Process of Knowledge Discovery in Databases., Advances in Knowledge Discovery and Data Mining, 1996 |
43 | Arthur, D. and S. Vassilvitskii. "How Slow is the K-means Method?." Proceedings of the Twenty-Second Annual Symposium on Computational Geometry. ACM (2006), 144-153. |
44 | Anderberg, M. R., Cluster Analysis for Applications. Monographs and Textbooks on Probability and 15 Mathematical Statistics., in Academic Press, Inc., New York, 1973. |
45 | Berry, M. J. A and G. S. Linoff, Data Mining Techniques for Marketing, Sales and Customer Relationship Management, Third Edition, John Wiley & Sons Inc, 2011. |
46 | Pejman, A., G. N. Bidhendi, M. Ardestani, M. Saeedi, and A. Baghvand, " Fractionation of Heavy Metals in Sediments and Assessment of their Availability Risk: A Case Study in the Northwestern of Persian Gulf." Marine Pollution Bulletin, Vol. 114 No. 2 (2017), 881-887. DOI |
47 | Park, D. H., H. K. Kim, I. Y. Choi, and J. K. Kim, "A Literature Review and Classification of Recommender Systems on Academic Journals", Journal of Intelligence and Information Systems, Vol. 17, No. 1 (2011), 139-152. |
48 | Benfratello, L., M. Piacenza, and S. Sacchetto. "Taste or Reputation: What Drives Market Prices in the Wine Industry? Estimation of a Hedonic Model for Italian Premium Wines." Applied Economics, Vol. 41, No. 17 (2009), 2197-2209. DOI |