TY - GEN
T1 - Comparison of Classification Algorithms for the Detection of Bone Weakness in Students Using Anthropometric Data
AU - Sulla-Torres, Jose
AU - Incalla Nina, Christian
AU - Rivera Portugal, Margoth
AU - Cossio-Bolanos, Marco
AU - Gomez Campos, Rossana
N1 - Publisher Copyright:
© 2019 IEEE.
PY - 2019/10
Y1 - 2019/10
N2 - Low bone mineral density can lead to weak and fragile bones that lead to problems of osteoporosis and fractures in people, early detection can help their treatment. This research compares five data mining algorithms to predict bone weakness in students between 5 and 18 years of age. The methodology used for data processing is CRISP-DM. The accuracy of the algorithms applied in the referenced works with the results obtained with the WEKA data mining tool is discussed. After making the comparison, it was determined that the JRip algorithm was more precise.
AB - Low bone mineral density can lead to weak and fragile bones that lead to problems of osteoporosis and fractures in people, early detection can help their treatment. This research compares five data mining algorithms to predict bone weakness in students between 5 and 18 years of age. The methodology used for data processing is CRISP-DM. The accuracy of the algorithms applied in the referenced works with the results obtained with the WEKA data mining tool is discussed. After making the comparison, it was determined that the JRip algorithm was more precise.
KW - Anthropometry
KW - Bone Mineral Density
KW - Data Mining
KW - Ramdom-Tree
KW - Rules-Jrip
KW - Tree-J48
UR - http://www.scopus.com/inward/record.url?scp=85079276646&partnerID=8YFLogxK
U2 - 10.1109/CONTIE49246.2019.00020
DO - 10.1109/CONTIE49246.2019.00020
M3 - Conference contribution
AN - SCOPUS:85079276646
T3 - Proceedings - 2019 International Conference on Inclusive Technologies and Education, CONTIE 2019
SP - 56
EP - 62
BT - Proceedings - 2019 International Conference on Inclusive Technologies and Education, CONTIE 2019
A2 - Carreno-Leon, Monica Adriana
A2 - Sandoval-Bringas, Jesus Andres
A2 - Chacon-Rivas, Mario
A2 - Alvarez-Rodriguez, Francisco Javier
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2nd International Conference on Inclusive Technologies and Education, CONTIE 2019
Y2 - 30 October 2019 through 1 November 2019
ER -