• Title/Summary/Keyword: Spatial Cloaking

Search Result 14, Processing Time 0.022 seconds

Cloaking Method supporting K-anonymity and L-diversity for Privacy Protection in Location-Based Services (위치기반 서비스에서 개인 정보 보호를 위한 K-anonymity 및 L-diversity를 지원하는 Cloaking 기법)

  • Kim, Ji-Hee;Lee, Ah-Reum;Kim, Yong-Ki;Um, Jung-Ho;Chang, Jae-Woo
    • Journal of Korea Spatial Information System Society
    • /
    • v.10 no.4
    • /
    • pp.1-10
    • /
    • 2008
  • In wireless internet, the location information of the user is one of the important resources for many applications. One of these applications is Location-Based Services (LBSs) which are being popular. Because, in the LBS system, users request a location-based query to LBS servers by sending their exact location, the location information of the users can be misused by adversaries. In this regard, there must be a mechanism which can deal with privacy protection of the users. In this paper, we propose a cloaking method considering both features of K-anonymity and L-diversity. Our cloaking method creates a minimum cloaking region by finding L number of buildings (L-diversity) and then finding number of users (K-anonymity). To support this, we use a R*-tree based index structure and use filtering methods especially for the m inimum cloaking region. Finally, we show from a performance analysis that our method outperforms the existing grid based cloaking method.

  • PDF

A Efficient Cloaking Region Creation Scheme using Hilbert Curves in Distributed Grid Environment (분산 그리드 환경에서 힐버트 커브를 이용한 효율적인 Cloaking 영역 설정 기법)

  • Lee, Ah-Reum;Um, Jung-Ho;Chang, Jae-Woo
    • Journal of Korea Spatial Information System Society
    • /
    • v.11 no.1
    • /
    • pp.115-126
    • /
    • 2009
  • Recent development in wireless communication and mobile positioning technologies makes Location-Based Services (LBSs) popular. However, because, in the LBSs, users request a query to database servers by using their exact locations, the location information of the users can be misused by adversaries. Therefore, a mechanism for users' privacy protection is required for the safe use of LBSs by mobile users. For this, we, in this paper, propose a efficient cloaking region creation scheme using Hilbert curves in distributed grid environment, so as to protect users' privacy in LBSs. The proposed scheme generates a minimum cloaking region by analyzing the characteristic of a Hilbert curve and computing the Hilbert curve values of neighboring cells based on it, so that we may create a cloaking region to satisfy K-anonymity. In addition, to reduce network communication cost, we make use of a distributed hash table structure, called Chord. Finally, we show from our performance analysis that the proposed scheme outperforms the existing grid-based cloaking method.

  • PDF

Grid-based Cloaking Area Creation Scheme supporting Continuous Location-Based Services (연속적인 위치기반 서비스를 지원하는 그리드 기반 Cloaking 영역 설정 기법)

  • Lee, Ah-Reum;Kim, Hyeong-Il;Chang, Jae-Woo
    • Journal of Korea Spatial Information System Society
    • /
    • v.11 no.3
    • /
    • pp.19-30
    • /
    • 2009
  • Recent development in wireless communication technology and mobile equipment like PDA, cellular phone and GPS makes location-based services (LBSs) popular. However, because, in the LBSs, users continuously request a query to LBS servers by using their exact locations, privacy information could be in danger. Therefore, a mechanism for users' privacy protection is required for the safe and comfortable use of LBSs by mobile users. For this, this paper propose a grid-based cloaking area creation scheme supporting continuous LBSs. The proposed scheme creates a cloaking area rapidly by using grid-based cell expansion to efficiently support the continuous LBSs. In addition, to generate a cloaking area which makes the exposure probability of a mobile user to a minimum, we compute a privacy protection degree by granting weights to mobile users. Finally, we show from a performance analysis that our cloaking scheme outperforms the existing cloaking schemes, in terms of service time, privacy protection degree.

  • PDF

An Algorithm for generating Cloaking Region Using Grids for Privacy Protection in Location-Based Services (위치기반 서비스에서 개인 정보 보호를 위한 그리드를 이용한 Cloaking 영역 생성 알고리즘)

  • Um, Jung-Ho;Kim, Ji-Hee;Chang, Jae-Woo
    • Journal of Korea Spatial Information System Society
    • /
    • v.11 no.2
    • /
    • pp.151-161
    • /
    • 2009
  • In Location-Based Services (LBSs), users requesting a location-based query send their exact location to a database server and thus the location information of the users can be misused by adversaries. Therefore, a privacy protection method is required for using LBS in a safe way. In this paper, we propose a new cloaking region generation algorithm using grids for privacy protection in LBSs. The proposed algorithm creates a m inimum cloaking region by finding L buildings and then performs K-anonymity to search K users. For this, we make use of not only a grid-based index structure, but also an efficient pruning techniques. Finally, we show from a performance analysis that our cloaking region generation algorithm outperforms the existing algorithm in term of the size of cloaking region.

  • PDF

Grid-based Cloaking Area Creation Scheme supporting Continuous Query Processing for Location-based Services of Peer-to-Peer Environment (P2P 환경의 위치 기반 서비스에서 연속적인 질의 처리를 지원하는 그리드 기반 Cloaking 영역 설정 기법)

  • Kim, Hyeong-Il;Lee, Ah-Reum;Chang, Jae-Woo
    • Spatial Information Research
    • /
    • v.18 no.3
    • /
    • pp.53-62
    • /
    • 2010
  • Recent development in wireless communication technology, like GPS, and mobile equipments, like PDA and cellular phone, make location-based services (LBSs) popular. However, because, users continuously request a query to a server in the LBSs by using their exact locations, privacy information could be in danger. Therefore, a mechanism for users' privacy protection is required for the safe and comfortable use of LBSs by mobile users. For this, we, in this paper, propose a grid-based cloaking area creation scheme supporting continuous LBSs in peer-to-peer environment. The proposed scheme creates a cloaking area by using Chord protocol, so as to support the continuous LBSs in peer-to-peer environment. Finally, we show from a performance analysis that our cloaking scheme outperforms the existing cloaking schemes, in terms of service time.

Hierarchical Clustering-Based Cloaking Algorithm for Location-Based Services (위치 기반 서비스를 위한 계층 클러스터 기반 Cloaking 알고리즘)

  • Lee, Jae-Heung
    • The Journal of the Korea institute of electronic communication sciences
    • /
    • v.8 no.8
    • /
    • pp.1155-1160
    • /
    • 2013
  • The rapid growth of smart phones has made location-based services (LBSs) widely available. However, the use of LBS can raise privacy issues, as LBS can allow adversaries to violate the location privacy of users. There has been a considerable amount of research on preserving user location privacy. Most of these studies try to preserve location privacy by achieving what is known as location K-anonymity. In this paper, we propose a hierarchical clustering-based spatial cloaking algorithm for LBSs. The proposed algorithm constructs a tree using a modified version of agglomerative hierarchical clustering. The experimental results show, in terms of the ASR size, that the proposed algorithm is better than Hilbert Cloak and comparable to RC-AR (R-tree Cloak implementation of Reciprocal with an Asymmetric R-tree split). In terms of the ASR generation time, the proposed algorithm is much better in its performance than RC-AR and similar in performance to Hilbert Cloak.

Cloaking Area Creation Scheme supporting User Privacy Protection Based on Road Network Distance (도로 네트워크 거리에 근거한 사용자 정보 보호를 지원하는 Cloaking 영역 설정 기법)

  • Kim, Hyeong-Il;Shin, Young-Sung;Chang, Jae-Woo
    • Proceedings of the Korean Association of Geographic Inforamtion Studies Conference
    • /
    • 2010.06a
    • /
    • pp.155-163
    • /
    • 2010
  • 최근 PDA, 휴대폰과 같은 모바일 기기 및 GPS와 같은 무선 통신 기술의 발달로 인하여 위치 기반 서비스의 이용이 확산되었다. 하지만 이러한 서비스는 사용자가 도로 네트워크에서 이동하면서 자신의 위치정보를 통해 LBS 서버에 질의를 요청하기 때문에, 심각한 개인 정보 누출의 위협이 될 수 있다. 따라서 모바일 사용자의 안전하고 편리한 위치기반 서비스 사용을 위한 개인 정보 보호 방법이 필요하다. 이를 위해 본 논문에서는 도로 네트워크 거리를 고려한 사용자 정보 보호를 지원하는 cloaking 영역 설정 기법을 제안한다. 제안하는 기법은 도로 네트워크에서 효율적이고 안전한 위치기반 서비스를 지원하기 위하여, 도로 네트워크의 거리를 고려하여 cloaking 영역을 설정한다. 마지막으로 성능평가를 통해서 제안하는 기법이 cloaking 영역 및 서비스 시간 측면에서 기존 연구보다 우수함을 보인다.

  • PDF

Road Network Distance based User Privacy Protection Scheme in Location-based Services (위치 기반 서비스에서 도로 네트워크의 거리 정보를 이용한 사용자 정보 은닉 기법)

  • Kim, Hyeong Il;Shin, Young Sung;Chang, Jae Woo
    • Spatial Information Research
    • /
    • v.20 no.5
    • /
    • pp.57-66
    • /
    • 2012
  • Recent development in wireless communication technology like GPS as well as mobile equipments like PDA and cellular phone makes location-based services (LBSs) popular. However, because users request a query to LBS servers by using their exact locations while moving on the road network, users' privacy may not be protected in the LBSs. Therefore, a mechanism for users' privacy protection is required for the safe and comfortable use of LBSs by mobile users. For this, we, in this paper, propose a road network distance based cloaking scheme supporting user privacy protection in location-based services. The proposed scheme creates a cloaking area by considering road network distance, in order to support the efficient and safe LBSs on the road network. Finally, we show from our performance analysis that our cloaking scheme outperforms the existing cloaking scheme in terms of cloaking area and service time.

AMV: A k-anonymization technique minimizing the cloaking region (AMV: 클로킹 영역을 최소화하는 k-익명화 기법)

  • Song, Doohee;Heo, Minjae;Sim, Jongwon;Hwang, Sori;Song, Moonbae;Park, Kwangjin
    • Journal of Internet Computing and Services
    • /
    • v.15 no.6
    • /
    • pp.9-14
    • /
    • 2014
  • In this paper, we propose AMV scheme which supports k-anonymization by using vectors for mobile clients. AMV can produces the minimal cloaking area using motion vector information of users (clients). The main reason for minimizing cloaking area is a server has to send the object information to all users who request the spatial queries. The experimental results show that the proposed AMV has superior performance over existing methods.

An Approximate k-NN Query Processing Algorithm Supporting both Location Cloaking and POI Protection (사용자 위치 정보 및 POI 정보 보호를 고려한 Approximate k-최근접점 질의처리 알고리즘)

  • Jang, Mi-Young;Hossain, Amina;Um, Jung-Ho;Chang, Jae-Woo
    • Proceedings of the Korean Association of Geographic Inforamtion Studies Conference
    • /
    • 2010.06a
    • /
    • pp.53-60
    • /
    • 2010
  • 위치 기반 서비스(Location-Based Services: LBS)에서 질의 요청자가 자신의 위치 정보와 원하는 질의를 전송하면, 위치 기반 서버는 이를 기반으로 질의를 처리하고 결과를 전송한다. 이 때 질의 요청자는 자신의 정확한 위치 좌표를 서버에 전송하기 때문에 개인 정보가 악용될 수 있는 위험에 노출된다. 이러한 문제를 해결하기 위하여 제안된 연구는 크게 Location Clocking 기법과 Private Information Retrieval(PIR) 기법으로 분류된다. Location Cloaking 기법은 사용자의 위치 좌표를 k-1개의 다른 사용자와 함께 묶어 하나의 Cloaking 영역을 생성하고 이를 바탕으로 질의를 처리한다. 그러나 영역에 대한 질의 후보 집합을 결과로 전송하므로 사용자에게 노출되는 POI 수가 증가하는 문제점을 지닌다. PIR은 암호화 기법으로 위치 기반 서버나 공격자에게 사용자의 위치와 질의 타입을 드러내지 않고 질의를 수행한다. 그러나 암호화 된 질의 결과로 사용자에게 데이터 전체를 전송하기 때문에 막대한 통신비용을 초래한다. 따라서 본 논문에서는 Location Cloakng과 PIR 기법의 장점을 결합하여 사용자의 개인 정보와 위치 기반 서버의 POI 정보 보호를 고려한 Approximate k-최근접점 질의 처리 알고리즘을 제안한다. 질의 전송시, 질의 요청자는 Cloaking 영역을 생성하여 위치 좌표를 감추고, 질의 결과 전송 시 Cloaking 영역에 제한된 PIR 프로토콜을 적용한다. 또한 k-최근접점 질의 수행시, 반환되는 POI의 수를 최소화하고, 정확도 높은 질의 결과를 만족하기 위해 Overlapping parameter를 적용한 색인 기법을 제안한다.

  • PDF