1,559
Views
1
CrossRef citations to date
0
Altmetric
Construction Management

Classifying apartment defect repair tasks in South Korea: a machine learning approach

, , &
Pages 2503-2510 | Received 23 Mar 2021, Accepted 18 Aug 2021, Published online: 19 Oct 2021

References

  • Brodetskaia, I., R. Sacks, and A. Shapira. 2011. “A Workflow Model for Systems and Interior Finishing Works in Building Construction.” Construction Management and Economics 29: 1209–1227. doi:10.1080/01446193.2011.647829.
  • Consumer News. 2021. “[Consumer Complaint Assessment - Construction] A Number of Complaints Concerning Contracts, Defects, and Services.” [ Online]. Accessed 10 June 2021. http://www.consumernews.co.kr/news/articleView.html?idxno=627935
  • Cortes, C., M. Mohri, and A. Rostamizadeh. 2009. “L2 Regularization for Learning Kernels.” In Proceedings of the Twenty-Fifth Conference on Uncertainty in Artificial Intelligence, 109–116. Montreal, QC, Canada.
  • Georgiou, J. 2010. “Verification of a Building Defect Classification System for Housing.” Structural Survey 28: 370–383. doi:10.1108/02630801011089164.
  • The Housing Construction Supply Division in South Korea. 2013. “Apartment Defect Dispute Mediation Committee.” [ Online]. Accessed 18 November 2020. http://www.adc.go.kr/
  • The Housing Construction Supply Division in South Korea. 2018. “Multi-family Housing Management Act.” [ Online]. Accessed 18 November 2020. https://www.law.go.kr/LSW/eng/engLsSc.do?menuId=2&section=lawNm&query=15454
  • The Housing Policy Division in South Korea. 2018. “Housing Act.” [ Online]. Accessed 18 November 2020. https://www.law.go.kr/LSW/eng/engLsSc.do?menuId=2&section=lawNm&query=16006
  • Joachims, T. 1997. “A Probabilistic Analysis of the Rocchio Algorithm with Tfidf for Text Categorization.” In Proceedings of the Fourteenth International Conference on Machine Learning, 143–151. Pittsburgh, PA: Morgan Kaufmann Publishers.
  • Kang, M., 2020. “Housing Survey Statistical Report (2019).” [ Online]. Accessed 18 November 2020. http://stat.molit.go.kr/portal/cate/statFileView.do?hRsId=327&hFormId=
  • Kim, B., Y. Ahn, and S. Lee. 2019. “Lda-based Model for Defect Management in Residential Buildings.” Sustainability 11: 7201. doi:10.3390/su11247201.
  • Kim, B. O., Y. D. Je, H. S. Song, and S. B. Lee. 2011. “Prediction Model Development of Defect Repair Cost for Apartment House according to Performance Data.” Journal of the Korea Institute of Building Construction 11: 459–467. doi:10.5345/JKIBC.2011.11.5.459.
  • Kim, Y. S., S. W. Oh, Y. K. Cho, and J. W. Seo. 2008. “A Pda and Wireless Web- Integrated System for Quality Inspection and Defect Management of Apartment Housing Projects.” Automation in Construction 17: 163–179. doi:10.1016/j.autcon.2007.03.006.
  • Kwon, N., Y. Ahn, B. S. Son, and H. Moon. 2021. “Developing a Machine Learning- Based Building Repair Time Estimation Model considering Weight Assigning Methods.” Journal of Building Engineering 43: 102627. doi:10.1016/j.jobe.2021.102627.
  • Kwon, O. S., C. S. Park, and C. R. Lim. 2014. “A Defect Management System for Reinforced Concrete Work Utilizing Bim, Image-matching and Augmented Reality.” Automation in Construction 46: 74–81. doi:10.1016/j.autcon.2014.05.005.
  • Lee, S., S. Lee, and J. Kim. 2018. “Evaluating the Impact of Defect Risks in Residential Buildings at the Occupancy Phase.” Sustainability 10: 4466. doi:10.3390/su10124466.
  • Lin, Y. C., J. X. Chang, and Y. C. Su. 2016. “Developing Construction Defect Management System Using Bim Technology in Quality Inspection.” Journal of Civil Engineering and Management 22: 903–914. doi:10.3846/13923730.2014.928362.
  • Macarulla, M., N. Forcada, M. Casals, M. Gangolells, A. Fuertes, and X. Roca. 2013. “Standardizing Housing Defects: Classification, Validation, and Benefits.” Journal of Construction Engineering and Management 139: 968–976. doi:10.1061/(ASCE)CO.1943-7862.0000669.
  • Mikolov, T., K. Chen, G. Corrado, and J. Dean. 2013. “Efficient Estimation of Word Representations in Vector Space.” [ Online]. Accessed 18 November 2020. https://arxiv.org/abs/1301.3781
  • Milion, R. N., T. Da Cl Alves, and J. C. Paliari. 2017. “Impacts of Residential Construction Defects on Customer Satisfaction.” International Journal of Building Pathology and Adaptation 35: 218–232. doi:10.1108/IJBPA-12-2016-0033.
  • Park, C. S., D. Y. Lee, O. S. Kwon, and X. Wang. 2013. “A Framework for Proactive Construction Defect Management Using Bim, Augmented Reality and Ontology- Based Data Collection Template.” Automation in Construction 33: 61–71. doi:10.1016/j.autcon.2012.09.010.
  • Park, E. L., and S. Cho. 2014. “Konlpy: Korean Natural Language Processing in Python.” In Proceedings of the 26th Annual Conference on Human & Cognitive Language Technology, 133–136. Chuncheon, Korea.
  • Park, J., and D. Seo. 2017. “Basic Study on Term of Warranty Liability for Finish Work Defect in Apartment Building.” Water Supply 6: 14.
  • Park, S., Y. Ahn, and S. Lee. 2018. “Analyzing the Finishing Works Service Life Pattern of Public Housing in South Korea by Probabilistic Approach.” Sustainability 10: 4469. doi:10.3390/su10124469.
  • Raslanas, S., J. Alchimovienė, and N. Banaitienė. 2011. “Residential Areas with Apartment Houses: Analysis of the Condition of Buildings, Planning Issues, Retrofit Strategies and Scenarios.” International Journal of Strategic Property Management 15: 152–172. doi:10.3846/1648715X.2011.586531.
  • Shi, S., Z. Yang, D. Tripe, and H. Zhang. 2015. “Uncertainty and New Apartment Price Setting: A Real Options Approach.” Pacific-Basin Finance Journal 35: 574–591. doi:10.1016/j.pacfin.2015.10.004.
  • Tabatabai, S. J. 2017. “The Nature, Terms and Legal Effects of Presale or Pre- Construction Contracts of Building (Apartment).” Journal of Policy & Law 10: 228.
  • Watt, D. S. 2009. Building Pathology: Principles and Practice. Oxford, UK: Blackwell Publishing.