Enhanced Location <i>K</i>-anonymity Privacy Protection Scheme Based on Geohash

With the wide application of LBS,location privacy protection is imperative.In recent years,location <i>k</i>-anonymity solution has become a research hotpot which is widely used.However,<i>k</i>-anonymity schemes are vulnerable to background knowledge attacks.Although some scholars have considered location-related information to varying degrees,they are not comprehensive,and the current form in the anonymous scheme are relatively time-consuming.Based on this,in order to resist background knowledge attacks from adversaries,enhanced location <i>k</i>-anonymity scheme is proposed,which fully considers the semantic information,time attributes,query probability and query semantics related to physical location when constructing anonymous areas.When the location point is selected,it is necessary to ensure that the selected location is relatively scattered.In order to reduce the time consumption of anonymous area construction,Geohash is used to encode the location information.Finally,experiments on real data sets show that the proposed scheme can provide better location privacy protection.

Publication Details

Journal
SHILAP Revista de lepidopterología
Published
2024-09-01
DOI
https://doi.org/10.11896/jsjkx.230800183
Primary Topic
Pesticide and Herbicide Environmental Studies
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Enhanced Location K-anonymity Privacy Protection Scheme Based on Geohash

SHILAP Revista de lepidopterología
Pesticide and Herbicide Environmental Studies
article

Enhanced Location K-anonymity Privacy Protection Scheme Based on Geohash

article en

Abstract

With the wide application of LBS,location privacy protection is imperative.In recent years,location <i>k</i>-anonymity solution has become a research hotpot which is widely used.However,<i>k</i>-anonymity schemes are vulnerable to background knowledge attacks.Although some scholars have considered location-related information to varying degrees,they are not comprehensive,and the current form in the anonymous scheme are relatively time-consuming.Based on this,in order to resist background knowledge attacks from adversaries,enhanced location <i>k</i>-anonymity scheme is proposed,which fully considers the semantic information,time attributes,query probability and query semantics related to physical location when constructing anonymous areas.When the location point is selected,it is necessary to ensure that the selected location is relatively scattered.In order to reduce the time consumption of anonymous area construction,Geohash is used to encode the location information.Finally,experiments on real data sets show that the proposed scheme can provide better location privacy protection.

SHILAP Revista de lepidopterología
Peace, Justice and strong institutions
Openalex Percentile: Top 71%
Pesticide and Herbicide Environmental Studies
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.