TY - GEN
T1 - The Identification of Secular Variation in IoT Based on Transfer Learning
AU - Zhao, Caidan
AU - Cai, Zhibiao
AU - Huang, Minmin
AU - Shi, Mingxian
AU - Du, Xiaojiang
AU - Guizani, Mohsen
N1 - Publisher Copyright:
© 2018 IEEE.
PY - 2018/6/19
Y1 - 2018/6/19
N2 - In the Internet of Things(IoT) equipment, the characteristic space of the physical layer has changed slightly due to prolongation of the use time and the change of the environment, which may result to the terrible identification of the new target. To solve the problem, this paper uses transfer learning to update the instance weights and combines the weight with rejection sampling to construct the training set. This method provides a black box for transfer learning and a possibility for building multi-classification transfer learning. Some experimental results show that the rate can increase 10% when the number of target samples is too small to train a new learning model.
AB - In the Internet of Things(IoT) equipment, the characteristic space of the physical layer has changed slightly due to prolongation of the use time and the change of the environment, which may result to the terrible identification of the new target. To solve the problem, this paper uses transfer learning to update the instance weights and combines the weight with rejection sampling to construct the training set. This method provides a black box for transfer learning and a possibility for building multi-classification transfer learning. Some experimental results show that the rate can increase 10% when the number of target samples is too small to train a new learning model.
KW - Internet of Things
KW - multi-classification
KW - rejection sampling
KW - transfer learning
UR - http://www.scopus.com/inward/record.url?scp=85050104392&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85050104392&partnerID=8YFLogxK
U2 - 10.1109/ICCNC.2018.8390283
DO - 10.1109/ICCNC.2018.8390283
M3 - Conference contribution
AN - SCOPUS:85050104392
T3 - 2018 International Conference on Computing, Networking and Communications, ICNC 2018
SP - 878
EP - 882
BT - 2018 International Conference on Computing, Networking and Communications, ICNC 2018
T2 - 2018 International Conference on Computing, Networking and Communications, ICNC 2018
Y2 - 5 March 2018 through 8 March 2018
ER -