Analysis of Run-Off-Road Accidents by Association Rule Mining and Geographic Information System Techniques on Imbalanced Datasets
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- Denis Macharia & Erneus Kaijage & Leif Kindberg & Grace Koech & Lilian Ndungu & Anastasia Wahome & Robinson Mugo, 2020. "Mapping Climate Vulnerability of River Basin Communities in Tanzania to Inform Resilience Interventions," Sustainability, MDPI, vol. 12(10), pages 1-24, May.
- Rong-Chang Jou & Tzu-Ying Chen, 2015. "External Costs to Parties Involved in Highway Traffic Accidents: The Perspective of Highway Users," Sustainability, MDPI, vol. 7(6), pages 1-23, June.
- Jungeun Park & Yongwoon Cha & Hamad Al Jassmi & Sangwon Han & Chang-taek Hyun, 2020. "Identification of Defect Generation Rules among Defects in Construction Projects Using Association Rule Mining," Sustainability, MDPI, vol. 12(9), pages 1-13, May.
- Jianyu Wang & Huapu Lu & Zhiyuan Sun & Tianshi Wang & Katrina Wang, 2020. "Investigating the Impact of Various Risk Factors on Victims of Traffic Accidents," Sustainability, MDPI, vol. 12(9), pages 1-12, May.
- Natalia Casado-Sanz & Begoña Guirao & Maria Attard, 2020. "Analysis of the Risk Factors Affecting the Severity of Traffic Accidents on Spanish Crosstown Roads: The Driver’s Perspective," Sustainability, MDPI, vol. 12(6), pages 1-26, March.
- Sangdeok Lee & Yongwoon Cha & Sangwon Han & Changtaek Hyun, 2019. "Application of Association Rule Mining and Social Network Analysis for Understanding Causality of Construction Defects," Sustainability, MDPI, vol. 11(3), pages 1-14, January.
- Ma, Jun & Cheng, Jack C.P., 2016. "Estimation of the building energy use intensity in the urban scale by integrating GIS and big data technology," Applied Energy, Elsevier, vol. 183(C), pages 182-192.
- Igor Dirnbach & Tibor Kubjatko & Eduard Kolla & Ján Ondruš & Željko Šarić, 2020. "Methodology Designed to Evaluate Accidents at Intersection Crossings with Respect to Forensic Purposes and Transport Sustainability," Sustainability, MDPI, vol. 12(5), pages 1-22, March.
- Sonam Wangyel Wang & Belay Manjur Gebru & Munkhnasan Lamchin & Rijan Bhakta Kayastha & Woo-Kyun Lee, 2020. "Land Use and Land Cover Change Detection and Prediction in the Kathmandu District of Nepal Using Remote Sensing and GIS," Sustainability, MDPI, vol. 12(9), pages 1-18, May.
- Laura Eboli & Carmen Forciniti, 2020. "The Severity of Traffic Crashes in Italy: An Explorative Analysis among Different Driving Circumstances," Sustainability, MDPI, vol. 12(3), pages 1-19, January.
- Byeongjoon Noh & Juntae Son & Hansaem Park & Seongju Chang, 2017. "In-Depth Analysis of Energy Efficiency Related Factors in Commercial Buildings Using Data Cube and Association Rule Mining," Sustainability, MDPI, vol. 9(11), pages 1-20, November.
- Tosporn Arreeras & Mikiharu Arimura & Takumi Asada & Saharat Arreeras, 2019. "Association Rule Mining Tourist-Attractive Destinations for the Sustainable Development of a Large Tourism Area in Hokkaido Using Wi-Fi Tracking Data," Sustainability, MDPI, vol. 11(14), pages 1-17, July.
- Jungyeol Hong & Reuben Tamakloe & Dongjoo Park, 2019. "A Comprehensive Analysis of Multi-Vehicle Crashes on Expressways: A Double Hurdle Approach," Sustainability, MDPI, vol. 11(10), pages 1-22, May.
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Keywords
run-off-road accidents; imbalanced dataset; bootstrap-resampling-data-balancing method; association rule mining; ensemble method; geographic information system;All these keywords.
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