TY - GEN
T1 - Gestión de aparcamientos de cocheras utilizando técnicas de clasificación, lógica difusa y algoritmos evolutivos
AU - Apaza-Luque, Mariluna
AU - Manotupa-Gil, Juan
AU - Salas-Flores, Fidel
AU - Sulla-Torres, José
N1 - Publisher Copyright:
© 2018 Latin American and Caribbean Consortium of Engineering Institutions. All rights reserved.
PY - 2018
Y1 - 2018
N2 - This article presents the analysis of the data of a garage for light and heavy vehicles to extract enough information that allows us to manage the parking and can predict the number of free spaces in a certain day, as well as to find the potential customers. This was done using the KDD methodology, for data mining we use the WEKA, KEEL and Matlab tools that provide us with different algorithms such as J48, Bayes BayesNet, KNN-C, DT_GA-C and GANN-C to do the evaluation. As a result, the possible potential customers of the company were classified and, in addition, the best result is obtained with the J48 algorithm, which obtained 90.43% accuracy and an error percentage of 0.4553 using the GANN-C algorithm.
AB - This article presents the analysis of the data of a garage for light and heavy vehicles to extract enough information that allows us to manage the parking and can predict the number of free spaces in a certain day, as well as to find the potential customers. This was done using the KDD methodology, for data mining we use the WEKA, KEEL and Matlab tools that provide us with different algorithms such as J48, Bayes BayesNet, KNN-C, DT_GA-C and GANN-C to do the evaluation. As a result, the possible potential customers of the company were classified and, in addition, the best result is obtained with the J48 algorithm, which obtained 90.43% accuracy and an error percentage of 0.4553 using the GANN-C algorithm.
KW - Data Mining
KW - Evolutionary Algorithms
KW - Fuzzy Logic
KW - Parking
KW - Potential clients
KW - Space management
UR - http://www.scopus.com/inward/record.url?scp=85057488690&partnerID=8YFLogxK
U2 - 10.18687/LACCEI2018.1.1.209
DO - 10.18687/LACCEI2018.1.1.209
M3 - Contribución a la conferencia
AN - SCOPUS:85057488690
T3 - Proceedings of the LACCEI international Multi-conference for Engineering, Education and Technology
BT - Proceedings of the LACCEI international Multi-conference for Engineering, Education and Technology
PB - Latin American and Caribbean Consortium of Engineering Institutions
T2 - 16th LACCEI International Multi-Conference for Engineering, Education Caribbean Conference for Engineering and Technology
Y2 - 18 July 2018 through 20 July 2018
ER -