Study on Improving Quality of Fingerprint Database Based on Multiple BSSID Information

In indoor positioning, Wi-Fi signals can become unstable due to changes in the surrounding environment. Most studies improve the quality of data by applying data cleaning processes, such as filtering out weak signals and imputing missing values, when constructing Wi-Fi fingerprint databases. This paper analyzes the distribution of single BSSID APs and multiple BSSID APs using raw data collected from indoor spaces and suggests a strategy for utilizing multiple BSSID AP information to enhance the data cleaning process.

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Publication Details

Published
2024-10-16
DOI
https://doi.org/10.1109/ictc62082.2024.10826736
Primary Topic
Biometric Identification and Security
Type
article
Field-Weighted Citation Impact
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Study on Improving Quality of Fingerprint Database Based on Multiple BSSID Information

Yangkoo Lee, Daesub Yoon, Seong-Hun Seo, Kyounghyun Park et al.
Biometric Identification and Security
article

Study on Improving Quality of Fingerprint Database Based on Multiple BSSID Information

Yangkoo Lee, Daesub Yoon, Seong-Hun Seo, Kyounghyun Park, Jaejun Yoo, Jiwoo Han
article en

Abstract

In indoor positioning, Wi-Fi signals can become unstable due to changes in the surrounding environment. Most studies improve the quality of data by applying data cleaning processes, such as filtering out weak signals and imputing missing values, when constructing Wi-Fi fingerprint databases. This paper analyzes the distribution of single BSSID APs and multiple BSSID APs using raw data collected from indoor spaces and suggests a strategy for utilizing multiple BSSID AP information to enhance the data cleaning process.

Electronics and Telecommunications Research Institute (KR)
Openalex Percentile: Top 72%
Biometric Identification and Security
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