Joseph A. Gallego-Mejia, D. Martín-Vega, Fabio Gonzalez
{"title":"Risk Automatic Prediction for Social Economy Companies using Camels","authors":"Joseph A. Gallego-Mejia, D. Martín-Vega, Fabio Gonzalez","doi":"10.48550/arXiv.2210.05052","DOIUrl":"https://doi.org/10.48550/arXiv.2210.05052","url":null,"abstract":"Governments have to supervise and inspect social economy enterprises (SEEs). However, inspecting all SEEs is not possible due to the large number of SEEs and the low number of inspectors in general. We proposed a prediction model based on a machine learning approach. The method was trained with the random forest algorithm with historical data provided by each SEE. Three consecutive periods of data were concatenated. The proposed method uses these periods as input data and predicts the risk of each SEE in the fourth period. The model achieved 76% overall accuracy. In addition, it obtained good accuracy in predicting the high risk of a SEE. We found that the legal nature and the variation of the past-due portfolio are good predictors of the future risk of a SEE. Thus, the risk of a SEE in a future period can be predicted by a supervised machine learning method. Predicting the high risk of a SEE improves the daily work of each inspector by focusing only on high-risk SEEs.","PeriodicalId":201362,"journal":{"name":"Workshop on Engineering Applications","volume":"168 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-10-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121975499","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}
D. Escobar-Grisales, J. C. Vásquez-Correa, J. Orozco-Arroyave
{"title":"Gender Recognition in Informal and Formal Language Scenarios via Transfer Learning","authors":"D. Escobar-Grisales, J. C. Vásquez-Correa, J. Orozco-Arroyave","doi":"10.1007/978-3-030-86702-7_15","DOIUrl":"https://doi.org/10.1007/978-3-030-86702-7_15","url":null,"abstract":"","PeriodicalId":201362,"journal":{"name":"Workshop on Engineering Applications","volume":"11 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-06-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133699969","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":"A Hybrid Algorithm to Minimize Regular Criteria in the Job-shop Scheduling Problem with Maintenance Activities, Sequence Dependent and Set-up Times","authors":"A. García-León, W. Tapia","doi":"10.1007/978-3-030-61834-6_18","DOIUrl":"https://doi.org/10.1007/978-3-030-61834-6_18","url":null,"abstract":"","PeriodicalId":201362,"journal":{"name":"Workshop on Engineering Applications","volume":"24 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126131231","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":"An Efficient Algorithm for Minimizing Regular Criteria in the Job-Shop Scheduling Multi-resource Resource Flexibility with Linear Routes","authors":"A. García-León, W. Tapia","doi":"10.1007/978-3-030-61834-6_15","DOIUrl":"https://doi.org/10.1007/978-3-030-61834-6_15","url":null,"abstract":"","PeriodicalId":201362,"journal":{"name":"Workshop on Engineering Applications","volume":"43 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126343493","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":"A Mathematical Model for the Optimization of the Non-metallic Mining Supply Chain in the Mining District of Calamarí-Sucre (Colombia)","authors":"Holman Ospina-Mateus, Jairo Montero-Perez, Jaime Acevedo Chedid, Katherinne Salas Navarro, Natalie Morales-Londoño","doi":"10.1007/978-3-030-61834-6_17","DOIUrl":"https://doi.org/10.1007/978-3-030-61834-6_17","url":null,"abstract":"","PeriodicalId":201362,"journal":{"name":"Workshop on Engineering Applications","volume":"17 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125013280","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}
I. Ladino, O. Penagos, B. Sáenz-Cabezas, Y. Pastrana
{"title":"Smoothing of Robotic Navigation Trajectories, Based on a Tessellation Generated Weighted Skeleton, Based on Wavefront Dilation and Collisions","authors":"I. Ladino, O. Penagos, B. Sáenz-Cabezas, Y. Pastrana","doi":"10.1007/978-3-030-61834-6_9","DOIUrl":"https://doi.org/10.1007/978-3-030-61834-6_9","url":null,"abstract":"","PeriodicalId":201362,"journal":{"name":"Workshop on Engineering Applications","volume":"36 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121325248","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}
D. González-Morales, Olimpo García-Beltrán, Yeison A. Aldana-Rodríguez, O. López-Santos
{"title":"Experimental Modelling of DC Motor for Position Control Systems Involving Nonlinear Phenomena","authors":"D. González-Morales, Olimpo García-Beltrán, Yeison A. Aldana-Rodríguez, O. López-Santos","doi":"10.1007/978-3-030-61834-6_44","DOIUrl":"https://doi.org/10.1007/978-3-030-61834-6_44","url":null,"abstract":"","PeriodicalId":201362,"journal":{"name":"Workshop on Engineering Applications","volume":"10 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128358139","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":"A Fast Pareto Approach to Minimize Regular Criteria in the Job-shop Scheduling Problem with Maintenance Activities, Sequence Dependent and Set-up Times","authors":"A. García-León, W. Tapia","doi":"10.1007/978-3-030-61834-6_16","DOIUrl":"https://doi.org/10.1007/978-3-030-61834-6_16","url":null,"abstract":"","PeriodicalId":201362,"journal":{"name":"Workshop on Engineering Applications","volume":"3 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123039838","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}
Fabian Steven Garay Rairan, G. Suárez, Karina De la Hoz, Elvis Urraya, P. Loaiza, L. J. Cruz, A. Ángel, Moisés David Ortells
{"title":"Computational Analysis of the IN718 Material Microstructure (Nickel-Based INCONEL Superalloy): Potential Applications in the Military Industry","authors":"Fabian Steven Garay Rairan, G. Suárez, Karina De la Hoz, Elvis Urraya, P. Loaiza, L. J. Cruz, A. Ángel, Moisés David Ortells","doi":"10.1007/978-3-030-61834-6_30","DOIUrl":"https://doi.org/10.1007/978-3-030-61834-6_30","url":null,"abstract":"","PeriodicalId":201362,"journal":{"name":"Workshop on Engineering Applications","volume":"55 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126628207","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":"Photovoltaic Array Fault Detection Algorithm Based on Least Significant Difference Test","authors":"L. D. Murillo-Soto, Carlos Meza","doi":"10.1007/978-3-030-61834-6_43","DOIUrl":"https://doi.org/10.1007/978-3-030-61834-6_43","url":null,"abstract":"","PeriodicalId":201362,"journal":{"name":"Workshop on Engineering Applications","volume":"26 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124006917","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}