The accuracy and reliability of an Ultra- WideBand (UWB) Indoor Positioning System (IPS) are compromised owing to the positioning error caused by the Non-Line-of-Sight (NLoS) signals. To address this, Machine Learning (ML) has been employed to classify Line-of-Sight (LoS) and NLoS components. However, the performance of ML algorithms degrades due to the disproportion of the number of LoS and NLoS signal components. A Weighted Naive Bayes (WNB) algorithm is proposed in this paper to mitigate this issue.
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[1] Fuhu Che, Qasim Zeeshan Ahmed, Fahd Ahmed Khan, Faheem Khan,
"Weighted Naive Bayes Approach for Imbalanced Indoor Positioning System Using UWB",
IEEE Dataport,
2023. [Online]. Available: http://dx.doi.org/10.21227/1qzn-zd88. Accessed: Jun. 02, 2023.
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doi = {10.21227/1qzn-zd88},
url = {http://dx.doi.org/10.21227/1qzn-zd88},
author = {Fuhu Che; Qasim Zeeshan Ahmed; Fahd Ahmed Khan; Faheem Khan },
publisher = {IEEE Dataport},
title = {Weighted Naive Bayes Approach for Imbalanced Indoor Positioning System Using UWB},
year = {2023} }
doi = {10.21227/1qzn-zd88},
url = {http://dx.doi.org/10.21227/1qzn-zd88},
author = {Fuhu Che; Qasim Zeeshan Ahmed; Fahd Ahmed Khan; Faheem Khan },
publisher = {IEEE Dataport},
title = {Weighted Naive Bayes Approach for Imbalanced Indoor Positioning System Using UWB},
year = {2023} }
TY - DATA
T1 - Weighted Naive Bayes Approach for Imbalanced Indoor Positioning System Using UWB
AU - Fuhu Che; Qasim Zeeshan Ahmed; Fahd Ahmed Khan; Faheem Khan
PY - 2023
PB - IEEE Dataport
UR - 10.21227/1qzn-zd88
ER -
T1 - Weighted Naive Bayes Approach for Imbalanced Indoor Positioning System Using UWB
AU - Fuhu Che; Qasim Zeeshan Ahmed; Fahd Ahmed Khan; Faheem Khan
PY - 2023
PB - IEEE Dataport
UR - 10.21227/1qzn-zd88
ER -
Fuhu Che, Qasim Zeeshan Ahmed, Fahd Ahmed Khan, Faheem Khan.
(2023).
Weighted Naive Bayes Approach for Imbalanced Indoor Positioning System Using UWB.
IEEE Dataport.
http://dx.doi.org/10.21227/1qzn-zd88
Fuhu Che, Qasim Zeeshan Ahmed, Fahd Ahmed Khan, Faheem Khan,
2023.
Weighted Naive Bayes Approach for Imbalanced Indoor Positioning System Using UWB.
Available at:
http://dx.doi.org/10.21227/1qzn-zd88.
Fuhu Che, Qasim Zeeshan Ahmed, Fahd Ahmed Khan, Faheem Khan.
(2023).
"Weighted Naive Bayes Approach for Imbalanced Indoor Positioning System Using UWB."
Web.
1. Fuhu Che, Qasim Zeeshan Ahmed, Fahd Ahmed Khan, Faheem Khan.
Weighted Naive Bayes Approach for Imbalanced Indoor Positioning System Using UWB [Internet].
IEEE Dataport; 2023.
Available from :
http://dx.doi.org/10.21227/1qzn-zd88
Fuhu Che, Qasim Zeeshan Ahmed, Fahd Ahmed Khan, Faheem Khan.
"Weighted Naive Bayes Approach for Imbalanced Indoor Positioning System Using UWB."
doi:
10.21227/1qzn-zd88