{"title":"The need of crime prevention through environmental design (CPTED) to prevent misbehaviour among Malaysia football fans","authors":"","doi":"10.37896/jxat12.04/1120","DOIUrl":"https://doi.org/10.37896/jxat12.04/1120","url":null,"abstract":"","PeriodicalId":35514,"journal":{"name":"Xi''an Jianzhu Keji Daxue Xuebao/Journal of Xi''an University of Architecture & Technology","volume":"183 5","pages":""},"PeriodicalIF":0.0,"publicationDate":"2020-04-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41301065","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Reproduction of Scenes Applied in Fatimid Islamic Ceramics with Contemporary Ceramic Models","authors":"","doi":"10.37896/jxat12.04/1215","DOIUrl":"https://doi.org/10.37896/jxat12.04/1215","url":null,"abstract":"","PeriodicalId":35514,"journal":{"name":"Xi''an Jianzhu Keji Daxue Xuebao/Journal of Xi''an University of Architecture & Technology","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2020-04-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41753590","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
This research aims to develop a model for a second-hand cars recommender system towards the use of the SMOTE approach together with the Random Forest technique. The research team has modified the imbalance of the data by employing the SMOTE method to increase the amount of data to 400% and applying the Random Forest technique to create a decision tree for second-hand car recommendations. After evaluating the model’s effectiveness by using the 10-fold validation method, the findings revealed that the second-hand recommender system model applying the SMOTE approach and the Random Forest technique provided an accuracy of 98.84%, a precision of 98.89%, a recall of 98.80% and an F1 score of 98.80%; the overall scores of the model’s effectiveness were higher than of the model using only the Random Forest technique. This indicates that the model can be practically used for recommending second-hand cars.
{"title":"Second-hand Cars Recommender System Model using the SMOTE and the Random Forest Technique","authors":"S. Nuanmeesri, W. Sriurai","doi":"10.37896/jxat12.04/1107","DOIUrl":"https://doi.org/10.37896/jxat12.04/1107","url":null,"abstract":"This research aims to develop a model for a second-hand cars recommender system towards the use of the SMOTE approach together with the Random Forest technique. The research team has modified the imbalance of the data by employing the SMOTE method to increase the amount of data to 400% and applying the Random Forest technique to create a decision tree for second-hand car recommendations. After evaluating the model’s effectiveness by using the 10-fold validation method, the findings revealed that the second-hand recommender system model applying the SMOTE approach and the Random Forest technique provided an accuracy of 98.84%, a precision of 98.89%, a recall of 98.80% and an F1 score of 98.80%; the overall scores of the model’s effectiveness were higher than of the model using only the Random Forest technique. This indicates that the model can be practically used for recommending second-hand cars.","PeriodicalId":35514,"journal":{"name":"Xi''an Jianzhu Keji Daxue Xuebao/Journal of Xi''an University of Architecture & Technology","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2020-04-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44845355","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Obstructions and Challenges of Local SelfGovernment of the Jammu and Kashmir in Current Scenario","authors":"","doi":"10.37896/jxat12.04/1208","DOIUrl":"https://doi.org/10.37896/jxat12.04/1208","url":null,"abstract":"","PeriodicalId":35514,"journal":{"name":"Xi''an Jianzhu Keji Daxue Xuebao/Journal of Xi''an University of Architecture & Technology","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2020-04-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"47211813","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Predicting Customer Retention through Customer Orientation of Service Employees: The Missing Link of Customer Satisfaction","authors":"","doi":"10.37896/jxat12.04/1152","DOIUrl":"https://doi.org/10.37896/jxat12.04/1152","url":null,"abstract":"","PeriodicalId":35514,"journal":{"name":"Xi''an Jianzhu Keji Daxue Xuebao/Journal of Xi''an University of Architecture & Technology","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2020-04-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44988140","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Simplify Authentication of Certificates: A Case Study for Directorate of Scholarship and Cultural Relations in Iraq","authors":"","doi":"10.37896/jxat12.04/1137","DOIUrl":"https://doi.org/10.37896/jxat12.04/1137","url":null,"abstract":"","PeriodicalId":35514,"journal":{"name":"Xi''an Jianzhu Keji Daxue Xuebao/Journal of Xi''an University of Architecture & Technology","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2020-04-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48671473","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"The effect of an electronic program accompanying educational aids in developing achievement and analytical thinking for literary fifth-graders in Arabic grammar","authors":"","doi":"10.37896/jxat12.04/1213","DOIUrl":"https://doi.org/10.37896/jxat12.04/1213","url":null,"abstract":"","PeriodicalId":35514,"journal":{"name":"Xi''an Jianzhu Keji Daxue Xuebao/Journal of Xi''an University of Architecture & Technology","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2020-04-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"47993373","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Planning Model of Electricity Distribution on the Residential Spatial Pattern toward Compact City","authors":"","doi":"10.37896/jxat12.04/1202","DOIUrl":"https://doi.org/10.37896/jxat12.04/1202","url":null,"abstract":"","PeriodicalId":35514,"journal":{"name":"Xi''an Jianzhu Keji Daxue Xuebao/Journal of Xi''an University of Architecture & Technology","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2020-04-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"70126041","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Designing the Shape of Helicobacter Pylori Using the PDE Method","authors":"","doi":"10.37896/jxat12.04/1207","DOIUrl":"https://doi.org/10.37896/jxat12.04/1207","url":null,"abstract":"","PeriodicalId":35514,"journal":{"name":"Xi''an Jianzhu Keji Daxue Xuebao/Journal of Xi''an University of Architecture & Technology","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2020-04-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44213376","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"The impact of guided imagination strategies and the similarities third-graders middle school students in geography and developing some converging ideas skills of them","authors":"","doi":"10.37896/jxat12.04/1211","DOIUrl":"https://doi.org/10.37896/jxat12.04/1211","url":null,"abstract":"","PeriodicalId":35514,"journal":{"name":"Xi''an Jianzhu Keji Daxue Xuebao/Journal of Xi''an University of Architecture & Technology","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2020-04-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43142571","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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