TY - GEN
T1 - Boosted probabilistic neural network for IoT data classification
AU - Jan, Tony
AU - Sajeev, A. S.M.
N1 - Publisher Copyright:
© 2018 IEEE.
PY - 2018/10/26
Y1 - 2018/10/26
N2 - This paper proposes an intelligent and compact machine learning model called an adaboosted semiparametric probabilistic neural network (PNN) to classify IoT data in heterogeneous and dynamic IoT environment. The classified IoT services can be used to prioritize resource allocations to support critical services. The proposed model is applied to the IoT service classification and shows comparable classification accuracy against the other state-of-The-Art models but at a reduced computational cost.
AB - This paper proposes an intelligent and compact machine learning model called an adaboosted semiparametric probabilistic neural network (PNN) to classify IoT data in heterogeneous and dynamic IoT environment. The classified IoT services can be used to prioritize resource allocations to support critical services. The proposed model is applied to the IoT service classification and shows comparable classification accuracy against the other state-of-The-Art models but at a reduced computational cost.
KW - IoT data mining
KW - IoT service classification
KW - semiparametric modeling
KW - vector quantized probabilistic neural network
UR - http://www.scopus.com/inward/record.url?scp=85056828988&partnerID=8YFLogxK
U2 - 10.1109/DASC/PiCom/DataCom/CyberSciTec.2018.00082
DO - 10.1109/DASC/PiCom/DataCom/CyberSciTec.2018.00082
M3 - Conference contribution
AN - SCOPUS:85056828988
T3 - Proceedings - IEEE 16th International Conference on Dependable, Autonomic and Secure Computing, IEEE 16th International Conference on Pervasive Intelligence and Computing, IEEE 4th International Conference on Big Data Intelligence and Computing and IEEE 3rd Cyber Science and Technology Congress, DASC-PICom-DataCom-CyberSciTec 2018
SP - 408
EP - 411
BT - Proceedings - IEEE 16th International Conference on Dependable, Autonomic and Secure Computing, IEEE 16th International Conference on Pervasive Intelligence and Computing, IEEE 4th International Conference on Big Data Intelligence and Computing and IEEE 3rd Cyber Science and Technology Congress, DASC-PICom-DataCom-CyberSciTec 2018
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 16th IEEE International Conference on Dependable, Autonomic and Secure Computing, IEEE 16th International Conference on Pervasive Intelligence and Computing, IEEE 4th International Conference on Big Data Intelligence and Computing and IEEE 3rd Cyber Science and Technology Congress, DASC-PICom-DataCom-CyberSciTec 2018
Y2 - 12 August 2018 through 15 August 2018
ER -