SlideShare a Scribd company logo
#13/ 19, 1st Floor, Municipal Colony, Kangayanellore Road, Gandhi Nagar, Vellore – 6.
Off: 0416-2247353 / 6066663 Mo: +91 9500218218
Website: www.shakastech.com, Email - id: shakastech@gmail.com, info@shakastech.com
GEOMETRIC RANGE SEARCH ON ENCRYPTED SPATIAL DATA
ABSTRACT
Geometric range search is a fundamental primitive for spatial data analysis in SQL and
No SQL databases. It has extensive applications in location-based services, computer-aided
design, and computational geometry. Due to the dramatic increase in data size, it is necessary for
companies and organizations to outsource their spatial data sets to third-party cloud services
(e.g., Amazon) in order to reduce storage and query processing costs, but, meanwhile, with the
promise of no privacy leakage to the third party. Searchable encryption is a technique to perform
meaningful queries on encrypted data without revealing privacy. However, geometric range
search on spatial data has not been fully investigated nor supported by existing searchable
encryption schemes. In this paper, we design a symmetric-key searchable encryption scheme that
can support geometric range queries on encrypted spatial data. One of our major contributions is
that our design is a general approach, which can support different types of geometric range
queries. In other words, our design on encrypted data is independent from the shapes of
geometric range queries. Moreover, we further extend our scheme with the additional use of tree
structures to achieve search complexity that is faster than linear. We formally define and prove
the security of our scheme with indistinguishability under selective chosen-plaintext attacks, and
demonstrate the performance of our scheme with experiments in a real cloud platform (Amazon
EC2).
#13/ 19, 1st Floor, Municipal Colony, Kangayanellore Road, Gandhi Nagar, Vellore – 6.
Off: 0416-2247353 / 6066663 Mo: +91 9500218218
Website: www.shakastech.com, Email - id: shakastech@gmail.com, info@shakastech.com
EXISTING SYSTEM:
 While most of the searchable encryption schemes focus on common SQL queries, such as
keyword queries and Boolean queries, few studies have specifically investigated
geometric range search over encrypted spatial data.
 Wang et al. proposed a novel scheme to specifically perform circular range queries on
encrypted data by leveraging a set of concentric circles.
 Some previous searchable encryptions handling order comparisons can essentially
manage axis parallel rectangular range search on encrypted spatial data.
 Similarly, Order-Preserving Encryption, which has weaker privacy guarantee than
searchable encryption, is also able to perform axis-parallel rectangular range search with
trivial extensions.
 Ghinita and Rughinis particularly leveraged certain Functional Encryption with
hierarchical encoding to efficiently operate axis-parallel rectangular range search on
encrypted spatial data in the application of mobile users monitoring.
DISADVANTAGES OF EXISTING SYSTEM:
 Most of the searchable encryption schemes focus on common SQL queries, such as
keyword queries and Boolean queries, few studies have specifically investigated
geometric range search over encrypted spatial data.
 Inevitably introduces obstacles in terms of search functionalities over encrypted data.
 None of these previous works have particularly studied geometric range queries which
are expressed as non-axis-parallel rectangles or triangles.
 More importantly, there still lacks a general approach, which can flexibly and securely
support different types of geometric range queries over encrypted spatial data regardless
of their specific geometric shapes.
#13/ 19, 1st Floor, Municipal Colony, Kangayanellore Road, Gandhi Nagar, Vellore – 6.
Off: 0416-2247353 / 6066663 Mo: +91 9500218218
Website: www.shakastech.com, Email - id: shakastech@gmail.com, info@shakastech.com
PROPOSED SYSTEM:
 In this paper, we propose a symmetric-key probabilistic Geometric Range Searchable
Encryption. With our scheme, a semi-honest (i.e., honest-but-curious) cloud server can
verify whether a point is inside a geometric range over encrypted spatial datasets.
Informally, except learning the necessary Boolean search result (i.e., inside or outside) of
a geometric range search, the semi-honest cloud server is not able to reveal any private
information about data or queries.
 Our main contributions are summarized as follows:
 We present a symmetric-key probabilistic Geometric Range Searchable Encryption, and
formally define and prove its security with indistinguishability under Selective Chosen-
Plaintext Attacks (IND-SCPA).
 In addition, our search process is non-interactive on encrypted data. In terms of search
complexity, our baseline scheme incurs linear complexity (with regard to the number of
data records), and its advanced version realizes faster than- linear search by integrating
with tree structures.
 Our design is a general approach, which can securely support different types of geometric
range queries on encrypted spatial data regardless of their geometric shapes. Furthermore,
our design is not only suitable for geometric range queries, but also compatible with other
regular types of geometric queries, such as intersection queries and point enclosure
queries, over encrypted spatial data.
ADVANTAGES OF PROPOSED SYSTEM:
 The security of our scheme is formally defined and analyzed with indistinguishability
under Selective Chosen-Plaintext Attacks.
#13/ 19, 1st Floor, Municipal Colony, Kangayanellore Road, Gandhi Nagar, Vellore – 6.
Off: 0416-2247353 / 6066663 Mo: +91 9500218218
Website: www.shakastech.com, Email - id: shakastech@gmail.com, info@shakastech.com
 Our design has great potential to be used and implemented in wide applications, such as
Location-Based Services and spatial databases, where the use of sensitive spatial data
with a requirement of strong privacy guarantee is needed.
SYSTEM ARCHITECTURE:
SYSTEM REQUIREMENTS:
HARDWARE REQUIREMENTS:
 System : Pentium Dual Core.
 Hard Disk : 120 GB.
 Monitor : 15’’ LED
 Input Devices : Keyboard, Mouse
 Ram : 1GB.
#13/ 19, 1st Floor, Municipal Colony, Kangayanellore Road, Gandhi Nagar, Vellore – 6.
Off: 0416-2247353 / 6066663 Mo: +91 9500218218
Website: www.shakastech.com, Email - id: shakastech@gmail.com, info@shakastech.com
SOFTWARE REQUIREMENTS:
 Operating system : Windows 7.
 Coding Language : JAVA/J2EE
 Tool : Netbeans 7.2.1
 Database : MYSQL

More Related Content

Similar to Geometric range search on encrypted spatial data

A secure and dynamic multi keyword ranked search scheme over encrypted cloud ...
A secure and dynamic multi keyword ranked search scheme over encrypted cloud ...A secure and dynamic multi keyword ranked search scheme over encrypted cloud ...
A secure and dynamic multi keyword ranked search scheme over encrypted cloud ...
Shakas Technologies
 
Enabling fine grained multi-keyword search supporting classified sub-dictiona...
Enabling fine grained multi-keyword search supporting classified sub-dictiona...Enabling fine grained multi-keyword search supporting classified sub-dictiona...
Enabling fine grained multi-keyword search supporting classified sub-dictiona...
Shakas Technologies
 
Optimized search and-compute circuits and their application to query evaluati...
Optimized search and-compute circuits and their application to query evaluati...Optimized search and-compute circuits and their application to query evaluati...
Optimized search and-compute circuits and their application to query evaluati...
Shakas Technologies
 
A secure and dynamic multi keyword ranked search scheme over encrypted cloud ...
A secure and dynamic multi keyword ranked search scheme over encrypted cloud ...A secure and dynamic multi keyword ranked search scheme over encrypted cloud ...
A secure and dynamic multi keyword ranked search scheme over encrypted cloud ...
Shakas Technologies
 
A secure and dynamic multi keyword ranked search scheme over encrypted cloud ...
A secure and dynamic multi keyword ranked search scheme over encrypted cloud ...A secure and dynamic multi keyword ranked search scheme over encrypted cloud ...
A secure and dynamic multi keyword ranked search scheme over encrypted cloud ...
Shakas Technologies
 
Real time semantic search using approximate methodology for large-scale stora...
Real time semantic search using approximate methodology for large-scale stora...Real time semantic search using approximate methodology for large-scale stora...
Real time semantic search using approximate methodology for large-scale stora...
Shakas Technologies
 
Real time semantic search using approximate methodology for large-scale stora...
Real time semantic search using approximate methodology for large-scale stora...Real time semantic search using approximate methodology for large-scale stora...
Real time semantic search using approximate methodology for large-scale stora...
Shakas Technologies
 
Real time semantic search using approximate methodology for large-scale stora...
Real time semantic search using approximate methodology for large-scale stora...Real time semantic search using approximate methodology for large-scale stora...
Real time semantic search using approximate methodology for large-scale stora...
Shakas Technologies
 
Nearest keyword set search in multi dimensional datasets
Nearest keyword set search in multi dimensional datasetsNearest keyword set search in multi dimensional datasets
Nearest keyword set search in multi dimensional datasets
Shakas Technologies
 
Dynamic and public auditing with fair arbitration for cloud data
Dynamic and public auditing with fair arbitration for cloud dataDynamic and public auditing with fair arbitration for cloud data
Dynamic and public auditing with fair arbitration for cloud data
Shakas Technologies
 
Dynamic and public auditing with fair arbitration for cloud data
Dynamic and public auditing with fair arbitration for cloud dataDynamic and public auditing with fair arbitration for cloud data
Dynamic and public auditing with fair arbitration for cloud data
Shakas Technologies
 
Privacy preserving location sharing services for social
Privacy preserving location sharing services for socialPrivacy preserving location sharing services for social
Privacy preserving location sharing services for social
Shakas Technologies
 
Fast and scalable range query processing with strong privacy protection for c...
Fast and scalable range query processing with strong privacy protection for c...Fast and scalable range query processing with strong privacy protection for c...
Fast and scalable range query processing with strong privacy protection for c...
Shakas Technologies
 
K nearest neighbor classification over semantically secure encrypted
K nearest neighbor classification over semantically secure encryptedK nearest neighbor classification over semantically secure encrypted
K nearest neighbor classification over semantically secure encrypted
Shakas Technologies
 
Building confidential and efficient query services in the cloud with rasp dat...
Building confidential and efficient query services in the cloud with rasp dat...Building confidential and efficient query services in the cloud with rasp dat...
Building confidential and efficient query services in the cloud with rasp dat...
Shakas Technologies
 
Privacy preserving multi-keyword ranked search over encrypted cloud data
Privacy preserving multi-keyword ranked search over encrypted cloud dataPrivacy preserving multi-keyword ranked search over encrypted cloud data
Privacy preserving multi-keyword ranked search over encrypted cloud data
Shakas Technologies
 
Cloud assisted mobile-access of health data with privacy and auditability
Cloud assisted mobile-access of health data with privacy and auditabilityCloud assisted mobile-access of health data with privacy and auditability
Cloud assisted mobile-access of health data with privacy and auditability
Shakas Technologies
 
A framework for secure computations with two
A framework for secure computations with twoA framework for secure computations with two
A framework for secure computations with two
Shakas Technologies
 
Cloud computing
Cloud computingCloud computing
Cloud computing
Shakas Technologies
 
A framework for secure computations with two
A framework for secure computations with twoA framework for secure computations with two
A framework for secure computations with two
Shakas Technologies
 

Similar to Geometric range search on encrypted spatial data (20)

A secure and dynamic multi keyword ranked search scheme over encrypted cloud ...
A secure and dynamic multi keyword ranked search scheme over encrypted cloud ...A secure and dynamic multi keyword ranked search scheme over encrypted cloud ...
A secure and dynamic multi keyword ranked search scheme over encrypted cloud ...
 
Enabling fine grained multi-keyword search supporting classified sub-dictiona...
Enabling fine grained multi-keyword search supporting classified sub-dictiona...Enabling fine grained multi-keyword search supporting classified sub-dictiona...
Enabling fine grained multi-keyword search supporting classified sub-dictiona...
 
Optimized search and-compute circuits and their application to query evaluati...
Optimized search and-compute circuits and their application to query evaluati...Optimized search and-compute circuits and their application to query evaluati...
Optimized search and-compute circuits and their application to query evaluati...
 
A secure and dynamic multi keyword ranked search scheme over encrypted cloud ...
A secure and dynamic multi keyword ranked search scheme over encrypted cloud ...A secure and dynamic multi keyword ranked search scheme over encrypted cloud ...
A secure and dynamic multi keyword ranked search scheme over encrypted cloud ...
 
A secure and dynamic multi keyword ranked search scheme over encrypted cloud ...
A secure and dynamic multi keyword ranked search scheme over encrypted cloud ...A secure and dynamic multi keyword ranked search scheme over encrypted cloud ...
A secure and dynamic multi keyword ranked search scheme over encrypted cloud ...
 
Real time semantic search using approximate methodology for large-scale stora...
Real time semantic search using approximate methodology for large-scale stora...Real time semantic search using approximate methodology for large-scale stora...
Real time semantic search using approximate methodology for large-scale stora...
 
Real time semantic search using approximate methodology for large-scale stora...
Real time semantic search using approximate methodology for large-scale stora...Real time semantic search using approximate methodology for large-scale stora...
Real time semantic search using approximate methodology for large-scale stora...
 
Real time semantic search using approximate methodology for large-scale stora...
Real time semantic search using approximate methodology for large-scale stora...Real time semantic search using approximate methodology for large-scale stora...
Real time semantic search using approximate methodology for large-scale stora...
 
Nearest keyword set search in multi dimensional datasets
Nearest keyword set search in multi dimensional datasetsNearest keyword set search in multi dimensional datasets
Nearest keyword set search in multi dimensional datasets
 
Dynamic and public auditing with fair arbitration for cloud data
Dynamic and public auditing with fair arbitration for cloud dataDynamic and public auditing with fair arbitration for cloud data
Dynamic and public auditing with fair arbitration for cloud data
 
Dynamic and public auditing with fair arbitration for cloud data
Dynamic and public auditing with fair arbitration for cloud dataDynamic and public auditing with fair arbitration for cloud data
Dynamic and public auditing with fair arbitration for cloud data
 
Privacy preserving location sharing services for social
Privacy preserving location sharing services for socialPrivacy preserving location sharing services for social
Privacy preserving location sharing services for social
 
Fast and scalable range query processing with strong privacy protection for c...
Fast and scalable range query processing with strong privacy protection for c...Fast and scalable range query processing with strong privacy protection for c...
Fast and scalable range query processing with strong privacy protection for c...
 
K nearest neighbor classification over semantically secure encrypted
K nearest neighbor classification over semantically secure encryptedK nearest neighbor classification over semantically secure encrypted
K nearest neighbor classification over semantically secure encrypted
 
Building confidential and efficient query services in the cloud with rasp dat...
Building confidential and efficient query services in the cloud with rasp dat...Building confidential and efficient query services in the cloud with rasp dat...
Building confidential and efficient query services in the cloud with rasp dat...
 
Privacy preserving multi-keyword ranked search over encrypted cloud data
Privacy preserving multi-keyword ranked search over encrypted cloud dataPrivacy preserving multi-keyword ranked search over encrypted cloud data
Privacy preserving multi-keyword ranked search over encrypted cloud data
 
Cloud assisted mobile-access of health data with privacy and auditability
Cloud assisted mobile-access of health data with privacy and auditabilityCloud assisted mobile-access of health data with privacy and auditability
Cloud assisted mobile-access of health data with privacy and auditability
 
A framework for secure computations with two
A framework for secure computations with twoA framework for secure computations with two
A framework for secure computations with two
 
Cloud computing
Cloud computingCloud computing
Cloud computing
 
A framework for secure computations with two
A framework for secure computations with twoA framework for secure computations with two
A framework for secure computations with two
 

More from Shakas Technologies

A Review on Deep-Learning-Based Cyberbullying Detection
A Review on Deep-Learning-Based Cyberbullying DetectionA Review on Deep-Learning-Based Cyberbullying Detection
A Review on Deep-Learning-Based Cyberbullying Detection
Shakas Technologies
 
A Personal Privacy Data Protection Scheme for Encryption and Revocation of Hi...
A Personal Privacy Data Protection Scheme for Encryption and Revocation of Hi...A Personal Privacy Data Protection Scheme for Encryption and Revocation of Hi...
A Personal Privacy Data Protection Scheme for Encryption and Revocation of Hi...
Shakas Technologies
 
A Novel Framework for Credit Card.
A Novel Framework for Credit Card.A Novel Framework for Credit Card.
A Novel Framework for Credit Card.
Shakas Technologies
 
A Comparative Analysis of Sampling Techniques for Click-Through Rate Predicti...
A Comparative Analysis of Sampling Techniques for Click-Through Rate Predicti...A Comparative Analysis of Sampling Techniques for Click-Through Rate Predicti...
A Comparative Analysis of Sampling Techniques for Click-Through Rate Predicti...
Shakas Technologies
 
NS2 Final Year Project Titles 2023- 2024
NS2 Final Year Project Titles 2023- 2024NS2 Final Year Project Titles 2023- 2024
NS2 Final Year Project Titles 2023- 2024
Shakas Technologies
 
MATLAB Final Year IEEE Project Titles 2023-2024
MATLAB Final Year IEEE Project Titles 2023-2024MATLAB Final Year IEEE Project Titles 2023-2024
MATLAB Final Year IEEE Project Titles 2023-2024
Shakas Technologies
 
Latest Python IEEE Project Titles 2023-2024
Latest Python IEEE Project Titles 2023-2024Latest Python IEEE Project Titles 2023-2024
Latest Python IEEE Project Titles 2023-2024
Shakas Technologies
 
EMOTION RECOGNITION BY TEXTUAL TWEETS CLASSIFICATION USING VOTING CLASSIFIER ...
EMOTION RECOGNITION BY TEXTUAL TWEETS CLASSIFICATION USING VOTING CLASSIFIER ...EMOTION RECOGNITION BY TEXTUAL TWEETS CLASSIFICATION USING VOTING CLASSIFIER ...
EMOTION RECOGNITION BY TEXTUAL TWEETS CLASSIFICATION USING VOTING CLASSIFIER ...
Shakas Technologies
 
CYBER THREAT INTELLIGENCE MINING FOR PROACTIVE CYBERSECURITY DEFENSE
CYBER THREAT INTELLIGENCE MINING FOR PROACTIVE CYBERSECURITY DEFENSECYBER THREAT INTELLIGENCE MINING FOR PROACTIVE CYBERSECURITY DEFENSE
CYBER THREAT INTELLIGENCE MINING FOR PROACTIVE CYBERSECURITY DEFENSE
Shakas Technologies
 
Detecting Mental Disorders in social Media through Emotional patterns-The cas...
Detecting Mental Disorders in social Media through Emotional patterns-The cas...Detecting Mental Disorders in social Media through Emotional patterns-The cas...
Detecting Mental Disorders in social Media through Emotional patterns-The cas...
Shakas Technologies
 
COMMERCE FAKE PRODUCT REVIEWS MONITORING AND DETECTION
COMMERCE FAKE PRODUCT REVIEWS MONITORING AND DETECTIONCOMMERCE FAKE PRODUCT REVIEWS MONITORING AND DETECTION
COMMERCE FAKE PRODUCT REVIEWS MONITORING AND DETECTION
Shakas Technologies
 
CO2 EMISSION RATING BY VEHICLES USING DATA SCIENCE
CO2 EMISSION RATING BY VEHICLES USING DATA SCIENCECO2 EMISSION RATING BY VEHICLES USING DATA SCIENCE
CO2 EMISSION RATING BY VEHICLES USING DATA SCIENCE
Shakas Technologies
 
Toward Effective Evaluation of Cyber Defense Threat Based Adversary Emulation...
Toward Effective Evaluation of Cyber Defense Threat Based Adversary Emulation...Toward Effective Evaluation of Cyber Defense Threat Based Adversary Emulation...
Toward Effective Evaluation of Cyber Defense Threat Based Adversary Emulation...
Shakas Technologies
 
Optimizing Numerical Weather Prediction Model Performance Using Machine Learn...
Optimizing Numerical Weather Prediction Model Performance Using Machine Learn...Optimizing Numerical Weather Prediction Model Performance Using Machine Learn...
Optimizing Numerical Weather Prediction Model Performance Using Machine Learn...
Shakas Technologies
 
Nature-Based Prediction Model of Bug Reports Based on Ensemble Machine Learni...
Nature-Based Prediction Model of Bug Reports Based on Ensemble Machine Learni...Nature-Based Prediction Model of Bug Reports Based on Ensemble Machine Learni...
Nature-Based Prediction Model of Bug Reports Based on Ensemble Machine Learni...
Shakas Technologies
 
Multi-Class Stress Detection Through Heart Rate Variability A Deep Neural Net...
Multi-Class Stress Detection Through Heart Rate Variability A Deep Neural Net...Multi-Class Stress Detection Through Heart Rate Variability A Deep Neural Net...
Multi-Class Stress Detection Through Heart Rate Variability A Deep Neural Net...
Shakas Technologies
 
Identifying Hot Topic Trends in Streaming Text Data Using News Sequential Evo...
Identifying Hot Topic Trends in Streaming Text Data Using News Sequential Evo...Identifying Hot Topic Trends in Streaming Text Data Using News Sequential Evo...
Identifying Hot Topic Trends in Streaming Text Data Using News Sequential Evo...
Shakas Technologies
 
Fighting Money Laundering With Statistics and Machine Learning.docx
Fighting Money Laundering With Statistics and Machine Learning.docxFighting Money Laundering With Statistics and Machine Learning.docx
Fighting Money Laundering With Statistics and Machine Learning.docx
Shakas Technologies
 
Explainable Artificial Intelligence for Patient Safety A Review of Applicatio...
Explainable Artificial Intelligence for Patient Safety A Review of Applicatio...Explainable Artificial Intelligence for Patient Safety A Review of Applicatio...
Explainable Artificial Intelligence for Patient Safety A Review of Applicatio...
Shakas Technologies
 
Ensemble Deep Learning-Based Prediction of Fraudulent Cryptocurrency Transact...
Ensemble Deep Learning-Based Prediction of Fraudulent Cryptocurrency Transact...Ensemble Deep Learning-Based Prediction of Fraudulent Cryptocurrency Transact...
Ensemble Deep Learning-Based Prediction of Fraudulent Cryptocurrency Transact...
Shakas Technologies
 

More from Shakas Technologies (20)

A Review on Deep-Learning-Based Cyberbullying Detection
A Review on Deep-Learning-Based Cyberbullying DetectionA Review on Deep-Learning-Based Cyberbullying Detection
A Review on Deep-Learning-Based Cyberbullying Detection
 
A Personal Privacy Data Protection Scheme for Encryption and Revocation of Hi...
A Personal Privacy Data Protection Scheme for Encryption and Revocation of Hi...A Personal Privacy Data Protection Scheme for Encryption and Revocation of Hi...
A Personal Privacy Data Protection Scheme for Encryption and Revocation of Hi...
 
A Novel Framework for Credit Card.
A Novel Framework for Credit Card.A Novel Framework for Credit Card.
A Novel Framework for Credit Card.
 
A Comparative Analysis of Sampling Techniques for Click-Through Rate Predicti...
A Comparative Analysis of Sampling Techniques for Click-Through Rate Predicti...A Comparative Analysis of Sampling Techniques for Click-Through Rate Predicti...
A Comparative Analysis of Sampling Techniques for Click-Through Rate Predicti...
 
NS2 Final Year Project Titles 2023- 2024
NS2 Final Year Project Titles 2023- 2024NS2 Final Year Project Titles 2023- 2024
NS2 Final Year Project Titles 2023- 2024
 
MATLAB Final Year IEEE Project Titles 2023-2024
MATLAB Final Year IEEE Project Titles 2023-2024MATLAB Final Year IEEE Project Titles 2023-2024
MATLAB Final Year IEEE Project Titles 2023-2024
 
Latest Python IEEE Project Titles 2023-2024
Latest Python IEEE Project Titles 2023-2024Latest Python IEEE Project Titles 2023-2024
Latest Python IEEE Project Titles 2023-2024
 
EMOTION RECOGNITION BY TEXTUAL TWEETS CLASSIFICATION USING VOTING CLASSIFIER ...
EMOTION RECOGNITION BY TEXTUAL TWEETS CLASSIFICATION USING VOTING CLASSIFIER ...EMOTION RECOGNITION BY TEXTUAL TWEETS CLASSIFICATION USING VOTING CLASSIFIER ...
EMOTION RECOGNITION BY TEXTUAL TWEETS CLASSIFICATION USING VOTING CLASSIFIER ...
 
CYBER THREAT INTELLIGENCE MINING FOR PROACTIVE CYBERSECURITY DEFENSE
CYBER THREAT INTELLIGENCE MINING FOR PROACTIVE CYBERSECURITY DEFENSECYBER THREAT INTELLIGENCE MINING FOR PROACTIVE CYBERSECURITY DEFENSE
CYBER THREAT INTELLIGENCE MINING FOR PROACTIVE CYBERSECURITY DEFENSE
 
Detecting Mental Disorders in social Media through Emotional patterns-The cas...
Detecting Mental Disorders in social Media through Emotional patterns-The cas...Detecting Mental Disorders in social Media through Emotional patterns-The cas...
Detecting Mental Disorders in social Media through Emotional patterns-The cas...
 
COMMERCE FAKE PRODUCT REVIEWS MONITORING AND DETECTION
COMMERCE FAKE PRODUCT REVIEWS MONITORING AND DETECTIONCOMMERCE FAKE PRODUCT REVIEWS MONITORING AND DETECTION
COMMERCE FAKE PRODUCT REVIEWS MONITORING AND DETECTION
 
CO2 EMISSION RATING BY VEHICLES USING DATA SCIENCE
CO2 EMISSION RATING BY VEHICLES USING DATA SCIENCECO2 EMISSION RATING BY VEHICLES USING DATA SCIENCE
CO2 EMISSION RATING BY VEHICLES USING DATA SCIENCE
 
Toward Effective Evaluation of Cyber Defense Threat Based Adversary Emulation...
Toward Effective Evaluation of Cyber Defense Threat Based Adversary Emulation...Toward Effective Evaluation of Cyber Defense Threat Based Adversary Emulation...
Toward Effective Evaluation of Cyber Defense Threat Based Adversary Emulation...
 
Optimizing Numerical Weather Prediction Model Performance Using Machine Learn...
Optimizing Numerical Weather Prediction Model Performance Using Machine Learn...Optimizing Numerical Weather Prediction Model Performance Using Machine Learn...
Optimizing Numerical Weather Prediction Model Performance Using Machine Learn...
 
Nature-Based Prediction Model of Bug Reports Based on Ensemble Machine Learni...
Nature-Based Prediction Model of Bug Reports Based on Ensemble Machine Learni...Nature-Based Prediction Model of Bug Reports Based on Ensemble Machine Learni...
Nature-Based Prediction Model of Bug Reports Based on Ensemble Machine Learni...
 
Multi-Class Stress Detection Through Heart Rate Variability A Deep Neural Net...
Multi-Class Stress Detection Through Heart Rate Variability A Deep Neural Net...Multi-Class Stress Detection Through Heart Rate Variability A Deep Neural Net...
Multi-Class Stress Detection Through Heart Rate Variability A Deep Neural Net...
 
Identifying Hot Topic Trends in Streaming Text Data Using News Sequential Evo...
Identifying Hot Topic Trends in Streaming Text Data Using News Sequential Evo...Identifying Hot Topic Trends in Streaming Text Data Using News Sequential Evo...
Identifying Hot Topic Trends in Streaming Text Data Using News Sequential Evo...
 
Fighting Money Laundering With Statistics and Machine Learning.docx
Fighting Money Laundering With Statistics and Machine Learning.docxFighting Money Laundering With Statistics and Machine Learning.docx
Fighting Money Laundering With Statistics and Machine Learning.docx
 
Explainable Artificial Intelligence for Patient Safety A Review of Applicatio...
Explainable Artificial Intelligence for Patient Safety A Review of Applicatio...Explainable Artificial Intelligence for Patient Safety A Review of Applicatio...
Explainable Artificial Intelligence for Patient Safety A Review of Applicatio...
 
Ensemble Deep Learning-Based Prediction of Fraudulent Cryptocurrency Transact...
Ensemble Deep Learning-Based Prediction of Fraudulent Cryptocurrency Transact...Ensemble Deep Learning-Based Prediction of Fraudulent Cryptocurrency Transact...
Ensemble Deep Learning-Based Prediction of Fraudulent Cryptocurrency Transact...
 

Recently uploaded

Traditional Musical Instruments of Arunachal Pradesh and Uttar Pradesh - RAYH...
Traditional Musical Instruments of Arunachal Pradesh and Uttar Pradesh - RAYH...Traditional Musical Instruments of Arunachal Pradesh and Uttar Pradesh - RAYH...
Traditional Musical Instruments of Arunachal Pradesh and Uttar Pradesh - RAYH...
imrankhan141184
 
Gender and Mental Health - Counselling and Family Therapy Applications and In...
Gender and Mental Health - Counselling and Family Therapy Applications and In...Gender and Mental Health - Counselling and Family Therapy Applications and In...
Gender and Mental Health - Counselling and Family Therapy Applications and In...
PsychoTech Services
 
BÀI TẬP BỔ TRỢ TIẾNG ANH 8 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2023-2024 (CÓ FI...
BÀI TẬP BỔ TRỢ TIẾNG ANH 8 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2023-2024 (CÓ FI...BÀI TẬP BỔ TRỢ TIẾNG ANH 8 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2023-2024 (CÓ FI...
BÀI TẬP BỔ TRỢ TIẾNG ANH 8 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2023-2024 (CÓ FI...
Nguyen Thanh Tu Collection
 
C1 Rubenstein AP HuG xxxxxxxxxxxxxx.pptx
C1 Rubenstein AP HuG xxxxxxxxxxxxxx.pptxC1 Rubenstein AP HuG xxxxxxxxxxxxxx.pptx
C1 Rubenstein AP HuG xxxxxxxxxxxxxx.pptx
mulvey2
 
spot a liar (Haiqa 146).pptx Technical writhing and presentation skills
spot a liar (Haiqa 146).pptx Technical writhing and presentation skillsspot a liar (Haiqa 146).pptx Technical writhing and presentation skills
spot a liar (Haiqa 146).pptx Technical writhing and presentation skills
haiqairshad
 
Main Java[All of the Base Concepts}.docx
Main Java[All of the Base Concepts}.docxMain Java[All of the Base Concepts}.docx
Main Java[All of the Base Concepts}.docx
adhitya5119
 
clinical examination of hip joint (1).pdf
clinical examination of hip joint (1).pdfclinical examination of hip joint (1).pdf
clinical examination of hip joint (1).pdf
Priyankaranawat4
 
NEWSPAPERS - QUESTION 1 - REVISION POWERPOINT.pptx
NEWSPAPERS - QUESTION 1 - REVISION POWERPOINT.pptxNEWSPAPERS - QUESTION 1 - REVISION POWERPOINT.pptx
NEWSPAPERS - QUESTION 1 - REVISION POWERPOINT.pptx
iammrhaywood
 
BÀI TẬP BỔ TRỢ TIẾNG ANH LỚP 9 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2024-2025 - ...
BÀI TẬP BỔ TRỢ TIẾNG ANH LỚP 9 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2024-2025 - ...BÀI TẬP BỔ TRỢ TIẾNG ANH LỚP 9 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2024-2025 - ...
BÀI TẬP BỔ TRỢ TIẾNG ANH LỚP 9 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2024-2025 - ...
Nguyen Thanh Tu Collection
 
Walmart Business+ and Spark Good for Nonprofits.pdf
Walmart Business+ and Spark Good for Nonprofits.pdfWalmart Business+ and Spark Good for Nonprofits.pdf
Walmart Business+ and Spark Good for Nonprofits.pdf
TechSoup
 
How to deliver Powerpoint Presentations.pptx
How to deliver Powerpoint  Presentations.pptxHow to deliver Powerpoint  Presentations.pptx
How to deliver Powerpoint Presentations.pptx
HajraNaeem15
 
How to Make a Field Mandatory in Odoo 17
How to Make a Field Mandatory in Odoo 17How to Make a Field Mandatory in Odoo 17
How to Make a Field Mandatory in Odoo 17
Celine George
 
Liberal Approach to the Study of Indian Politics.pdf
Liberal Approach to the Study of Indian Politics.pdfLiberal Approach to the Study of Indian Politics.pdf
Liberal Approach to the Study of Indian Politics.pdf
WaniBasim
 
MARY JANE WILSON, A “BOA MÃE” .
MARY JANE WILSON, A “BOA MÃE”           .MARY JANE WILSON, A “BOA MÃE”           .
MARY JANE WILSON, A “BOA MÃE” .
Colégio Santa Teresinha
 
ISO/IEC 27001, ISO/IEC 42001, and GDPR: Best Practices for Implementation and...
ISO/IEC 27001, ISO/IEC 42001, and GDPR: Best Practices for Implementation and...ISO/IEC 27001, ISO/IEC 42001, and GDPR: Best Practices for Implementation and...
ISO/IEC 27001, ISO/IEC 42001, and GDPR: Best Practices for Implementation and...
PECB
 
বাংলাদেশ অর্থনৈতিক সমীক্ষা (Economic Review) ২০২৪ UJS App.pdf
বাংলাদেশ অর্থনৈতিক সমীক্ষা (Economic Review) ২০২৪ UJS App.pdfবাংলাদেশ অর্থনৈতিক সমীক্ষা (Economic Review) ২০২৪ UJS App.pdf
বাংলাদেশ অর্থনৈতিক সমীক্ষা (Economic Review) ২০২৪ UJS App.pdf
eBook.com.bd (প্রয়োজনীয় বাংলা বই)
 
LAND USE LAND COVER AND NDVI OF MIRZAPUR DISTRICT, UP
LAND USE LAND COVER AND NDVI OF MIRZAPUR DISTRICT, UPLAND USE LAND COVER AND NDVI OF MIRZAPUR DISTRICT, UP
LAND USE LAND COVER AND NDVI OF MIRZAPUR DISTRICT, UP
RAHUL
 
B. Ed Syllabus for babasaheb ambedkar education university.pdf
B. Ed Syllabus for babasaheb ambedkar education university.pdfB. Ed Syllabus for babasaheb ambedkar education university.pdf
B. Ed Syllabus for babasaheb ambedkar education university.pdf
BoudhayanBhattachari
 
Hindi varnamala | hindi alphabet PPT.pdf
Hindi varnamala | hindi alphabet PPT.pdfHindi varnamala | hindi alphabet PPT.pdf
Hindi varnamala | hindi alphabet PPT.pdf
Dr. Mulla Adam Ali
 
Présentationvvvvvvvvvvvvvvvvvvvvvvvvvvvv2.pptx
Présentationvvvvvvvvvvvvvvvvvvvvvvvvvvvv2.pptxPrésentationvvvvvvvvvvvvvvvvvvvvvvvvvvvv2.pptx
Présentationvvvvvvvvvvvvvvvvvvvvvvvvvvvv2.pptx
siemaillard
 

Recently uploaded (20)

Traditional Musical Instruments of Arunachal Pradesh and Uttar Pradesh - RAYH...
Traditional Musical Instruments of Arunachal Pradesh and Uttar Pradesh - RAYH...Traditional Musical Instruments of Arunachal Pradesh and Uttar Pradesh - RAYH...
Traditional Musical Instruments of Arunachal Pradesh and Uttar Pradesh - RAYH...
 
Gender and Mental Health - Counselling and Family Therapy Applications and In...
Gender and Mental Health - Counselling and Family Therapy Applications and In...Gender and Mental Health - Counselling and Family Therapy Applications and In...
Gender and Mental Health - Counselling and Family Therapy Applications and In...
 
BÀI TẬP BỔ TRỢ TIẾNG ANH 8 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2023-2024 (CÓ FI...
BÀI TẬP BỔ TRỢ TIẾNG ANH 8 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2023-2024 (CÓ FI...BÀI TẬP BỔ TRỢ TIẾNG ANH 8 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2023-2024 (CÓ FI...
BÀI TẬP BỔ TRỢ TIẾNG ANH 8 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2023-2024 (CÓ FI...
 
C1 Rubenstein AP HuG xxxxxxxxxxxxxx.pptx
C1 Rubenstein AP HuG xxxxxxxxxxxxxx.pptxC1 Rubenstein AP HuG xxxxxxxxxxxxxx.pptx
C1 Rubenstein AP HuG xxxxxxxxxxxxxx.pptx
 
spot a liar (Haiqa 146).pptx Technical writhing and presentation skills
spot a liar (Haiqa 146).pptx Technical writhing and presentation skillsspot a liar (Haiqa 146).pptx Technical writhing and presentation skills
spot a liar (Haiqa 146).pptx Technical writhing and presentation skills
 
Main Java[All of the Base Concepts}.docx
Main Java[All of the Base Concepts}.docxMain Java[All of the Base Concepts}.docx
Main Java[All of the Base Concepts}.docx
 
clinical examination of hip joint (1).pdf
clinical examination of hip joint (1).pdfclinical examination of hip joint (1).pdf
clinical examination of hip joint (1).pdf
 
NEWSPAPERS - QUESTION 1 - REVISION POWERPOINT.pptx
NEWSPAPERS - QUESTION 1 - REVISION POWERPOINT.pptxNEWSPAPERS - QUESTION 1 - REVISION POWERPOINT.pptx
NEWSPAPERS - QUESTION 1 - REVISION POWERPOINT.pptx
 
BÀI TẬP BỔ TRỢ TIẾNG ANH LỚP 9 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2024-2025 - ...
BÀI TẬP BỔ TRỢ TIẾNG ANH LỚP 9 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2024-2025 - ...BÀI TẬP BỔ TRỢ TIẾNG ANH LỚP 9 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2024-2025 - ...
BÀI TẬP BỔ TRỢ TIẾNG ANH LỚP 9 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2024-2025 - ...
 
Walmart Business+ and Spark Good for Nonprofits.pdf
Walmart Business+ and Spark Good for Nonprofits.pdfWalmart Business+ and Spark Good for Nonprofits.pdf
Walmart Business+ and Spark Good for Nonprofits.pdf
 
How to deliver Powerpoint Presentations.pptx
How to deliver Powerpoint  Presentations.pptxHow to deliver Powerpoint  Presentations.pptx
How to deliver Powerpoint Presentations.pptx
 
How to Make a Field Mandatory in Odoo 17
How to Make a Field Mandatory in Odoo 17How to Make a Field Mandatory in Odoo 17
How to Make a Field Mandatory in Odoo 17
 
Liberal Approach to the Study of Indian Politics.pdf
Liberal Approach to the Study of Indian Politics.pdfLiberal Approach to the Study of Indian Politics.pdf
Liberal Approach to the Study of Indian Politics.pdf
 
MARY JANE WILSON, A “BOA MÃE” .
MARY JANE WILSON, A “BOA MÃE”           .MARY JANE WILSON, A “BOA MÃE”           .
MARY JANE WILSON, A “BOA MÃE” .
 
ISO/IEC 27001, ISO/IEC 42001, and GDPR: Best Practices for Implementation and...
ISO/IEC 27001, ISO/IEC 42001, and GDPR: Best Practices for Implementation and...ISO/IEC 27001, ISO/IEC 42001, and GDPR: Best Practices for Implementation and...
ISO/IEC 27001, ISO/IEC 42001, and GDPR: Best Practices for Implementation and...
 
বাংলাদেশ অর্থনৈতিক সমীক্ষা (Economic Review) ২০২৪ UJS App.pdf
বাংলাদেশ অর্থনৈতিক সমীক্ষা (Economic Review) ২০২৪ UJS App.pdfবাংলাদেশ অর্থনৈতিক সমীক্ষা (Economic Review) ২০২৪ UJS App.pdf
বাংলাদেশ অর্থনৈতিক সমীক্ষা (Economic Review) ২০২৪ UJS App.pdf
 
LAND USE LAND COVER AND NDVI OF MIRZAPUR DISTRICT, UP
LAND USE LAND COVER AND NDVI OF MIRZAPUR DISTRICT, UPLAND USE LAND COVER AND NDVI OF MIRZAPUR DISTRICT, UP
LAND USE LAND COVER AND NDVI OF MIRZAPUR DISTRICT, UP
 
B. Ed Syllabus for babasaheb ambedkar education university.pdf
B. Ed Syllabus for babasaheb ambedkar education university.pdfB. Ed Syllabus for babasaheb ambedkar education university.pdf
B. Ed Syllabus for babasaheb ambedkar education university.pdf
 
Hindi varnamala | hindi alphabet PPT.pdf
Hindi varnamala | hindi alphabet PPT.pdfHindi varnamala | hindi alphabet PPT.pdf
Hindi varnamala | hindi alphabet PPT.pdf
 
Présentationvvvvvvvvvvvvvvvvvvvvvvvvvvvv2.pptx
Présentationvvvvvvvvvvvvvvvvvvvvvvvvvvvv2.pptxPrésentationvvvvvvvvvvvvvvvvvvvvvvvvvvvv2.pptx
Présentationvvvvvvvvvvvvvvvvvvvvvvvvvvvv2.pptx
 

Geometric range search on encrypted spatial data

  • 1. #13/ 19, 1st Floor, Municipal Colony, Kangayanellore Road, Gandhi Nagar, Vellore – 6. Off: 0416-2247353 / 6066663 Mo: +91 9500218218 Website: www.shakastech.com, Email - id: shakastech@gmail.com, info@shakastech.com GEOMETRIC RANGE SEARCH ON ENCRYPTED SPATIAL DATA ABSTRACT Geometric range search is a fundamental primitive for spatial data analysis in SQL and No SQL databases. It has extensive applications in location-based services, computer-aided design, and computational geometry. Due to the dramatic increase in data size, it is necessary for companies and organizations to outsource their spatial data sets to third-party cloud services (e.g., Amazon) in order to reduce storage and query processing costs, but, meanwhile, with the promise of no privacy leakage to the third party. Searchable encryption is a technique to perform meaningful queries on encrypted data without revealing privacy. However, geometric range search on spatial data has not been fully investigated nor supported by existing searchable encryption schemes. In this paper, we design a symmetric-key searchable encryption scheme that can support geometric range queries on encrypted spatial data. One of our major contributions is that our design is a general approach, which can support different types of geometric range queries. In other words, our design on encrypted data is independent from the shapes of geometric range queries. Moreover, we further extend our scheme with the additional use of tree structures to achieve search complexity that is faster than linear. We formally define and prove the security of our scheme with indistinguishability under selective chosen-plaintext attacks, and demonstrate the performance of our scheme with experiments in a real cloud platform (Amazon EC2).
  • 2. #13/ 19, 1st Floor, Municipal Colony, Kangayanellore Road, Gandhi Nagar, Vellore – 6. Off: 0416-2247353 / 6066663 Mo: +91 9500218218 Website: www.shakastech.com, Email - id: shakastech@gmail.com, info@shakastech.com EXISTING SYSTEM:  While most of the searchable encryption schemes focus on common SQL queries, such as keyword queries and Boolean queries, few studies have specifically investigated geometric range search over encrypted spatial data.  Wang et al. proposed a novel scheme to specifically perform circular range queries on encrypted data by leveraging a set of concentric circles.  Some previous searchable encryptions handling order comparisons can essentially manage axis parallel rectangular range search on encrypted spatial data.  Similarly, Order-Preserving Encryption, which has weaker privacy guarantee than searchable encryption, is also able to perform axis-parallel rectangular range search with trivial extensions.  Ghinita and Rughinis particularly leveraged certain Functional Encryption with hierarchical encoding to efficiently operate axis-parallel rectangular range search on encrypted spatial data in the application of mobile users monitoring. DISADVANTAGES OF EXISTING SYSTEM:  Most of the searchable encryption schemes focus on common SQL queries, such as keyword queries and Boolean queries, few studies have specifically investigated geometric range search over encrypted spatial data.  Inevitably introduces obstacles in terms of search functionalities over encrypted data.  None of these previous works have particularly studied geometric range queries which are expressed as non-axis-parallel rectangles or triangles.  More importantly, there still lacks a general approach, which can flexibly and securely support different types of geometric range queries over encrypted spatial data regardless of their specific geometric shapes.
  • 3. #13/ 19, 1st Floor, Municipal Colony, Kangayanellore Road, Gandhi Nagar, Vellore – 6. Off: 0416-2247353 / 6066663 Mo: +91 9500218218 Website: www.shakastech.com, Email - id: shakastech@gmail.com, info@shakastech.com PROPOSED SYSTEM:  In this paper, we propose a symmetric-key probabilistic Geometric Range Searchable Encryption. With our scheme, a semi-honest (i.e., honest-but-curious) cloud server can verify whether a point is inside a geometric range over encrypted spatial datasets. Informally, except learning the necessary Boolean search result (i.e., inside or outside) of a geometric range search, the semi-honest cloud server is not able to reveal any private information about data or queries.  Our main contributions are summarized as follows:  We present a symmetric-key probabilistic Geometric Range Searchable Encryption, and formally define and prove its security with indistinguishability under Selective Chosen- Plaintext Attacks (IND-SCPA).  In addition, our search process is non-interactive on encrypted data. In terms of search complexity, our baseline scheme incurs linear complexity (with regard to the number of data records), and its advanced version realizes faster than- linear search by integrating with tree structures.  Our design is a general approach, which can securely support different types of geometric range queries on encrypted spatial data regardless of their geometric shapes. Furthermore, our design is not only suitable for geometric range queries, but also compatible with other regular types of geometric queries, such as intersection queries and point enclosure queries, over encrypted spatial data. ADVANTAGES OF PROPOSED SYSTEM:  The security of our scheme is formally defined and analyzed with indistinguishability under Selective Chosen-Plaintext Attacks.
  • 4. #13/ 19, 1st Floor, Municipal Colony, Kangayanellore Road, Gandhi Nagar, Vellore – 6. Off: 0416-2247353 / 6066663 Mo: +91 9500218218 Website: www.shakastech.com, Email - id: shakastech@gmail.com, info@shakastech.com  Our design has great potential to be used and implemented in wide applications, such as Location-Based Services and spatial databases, where the use of sensitive spatial data with a requirement of strong privacy guarantee is needed. SYSTEM ARCHITECTURE: SYSTEM REQUIREMENTS: HARDWARE REQUIREMENTS:  System : Pentium Dual Core.  Hard Disk : 120 GB.  Monitor : 15’’ LED  Input Devices : Keyboard, Mouse  Ram : 1GB.
  • 5. #13/ 19, 1st Floor, Municipal Colony, Kangayanellore Road, Gandhi Nagar, Vellore – 6. Off: 0416-2247353 / 6066663 Mo: +91 9500218218 Website: www.shakastech.com, Email - id: shakastech@gmail.com, info@shakastech.com SOFTWARE REQUIREMENTS:  Operating system : Windows 7.  Coding Language : JAVA/J2EE  Tool : Netbeans 7.2.1  Database : MYSQL