SlideShare a Scribd company logo
HOMOMORPHIC AUTHENTICATION WITH RANDOM MASKING
TECHNIQUE ENSURING PRIVACY & SECURITY IN CLOUD
COMPUTING
ABSTRACT
Cloud computing may be defined as delivery of product rather than service. Cloud
computing is a internet based computing which enables sharing of services. Many users place
their data in the cloud. However, the fact that users no longer have physical possession of the
possibly large size of outsourced data makes the data integrity protection in cloud computing a
very challenging and potentially formidable task, especially for users with constrained
computing resources and capabilities. So correctness of data and security is a prime concern.
This article studies the problem of ensuring the integrity and security of data storage in Cloud
Computing. Security in cloud is achieved by signing the data block before sending to the cloud.
Signing is performed using algorithm which is more secure compared to other algorithms. To
ensure the correctness of data, we consider an external auditor called as third party auditor
(TPA), on behalf of the cloud user, to verify the integrity of the data stored in the cloud. By
utilizing public key based homomorphism authenticator with random masking privacy
preserving public auditing can be achieved. The technique of bilinear aggregate signature is used
to achieve batch auditing. Batch auditing reduces the computation overhead. Extensive security
and performance analysis shows the proposed schemes are provably secure and highly efficient.
ALGORITHM:
BLS: Boneh–Lynn–Shacham
Signing is performed using Boneh–Lynn–Shacham (BLS) algorithm which is more secure
compared to other algorithms. To ensure the correctness of data, we consider an external auditor
called as third party auditor (TPA), on behalf of the cloud user, to verify the integrity of the data
stored in the cloud. By utilizing public key based homomorphic authenticator with random
masking privacy preserving public auditing can be achieved. The technique of bilinear aggregate
signature is used to achieve batch auditing. Batch auditing reduces the computation overhead.
Extensive security and performance analysis shows the proposed schemes are provably secure
MODULES:
1. System Model:
Third Party Auditor (TPA): an optional TPA, who has expertise and capabilities that users may
not have, is trusted to assess and expose risk of cloud storage services on behalf of the users
upon request.
1. It supports an external auditor to audit the user’s outsourced data without learning
knowledge on the data content.
2. Achieves batch auditing where multiple delegated auditing asks from different users can
be performed simultaneously by the TPA.
3. Also supports dynamic operations on data blocks i.e. data update, append and delete.
2. File Retrieval and Error Recovery:
Since our layout of file matrix is systematic, the user can reconstruct the original file by
downloading the data vectors from the first m servers, assuming that they return the correct
response values. Notice that our verification scheme is based on random spot-checking, so the
storage correctness assurance is a probabilistic one. We can guarantee the successful file retrieval
with high probability. On the other hand, whenever the data corruption is detected, the
comparison of pre-computed tokens and received response values can guarantee the
identification of misbehaving server(s).
3. Operations:
(1) Update Operation
In cloud data storage, sometimes the user may need to modify some data block(s) stored in the
cloud, we refer this operation as data update. In other words, for all the unused tokens, the user
needs to exclude every occurrence of the old data block and replace it with the new one.
(2) Delete Operation
Sometimes, after being stored in the cloud, certain data blocks may need to be deleted. The
delete operation we are considering is a general one, in which user replaces the data block with
zero or some special reserved data symbol. From this point of view, the delete operation is
actually a special case of the data update operation, where the original data blocks can be
replaced with zeros or some predetermined special blocks.
(3) Append Operation
In some cases, the user may want to increase the size of his stored data by adding blocks at the
end of the data file, which we refer as data append. We anticipate that the most frequent append
operation in cloud data storage is bulk append, in which the user needs to upload a large number
of blocks (not a single block) at one time.
EXISTING SYSTEM:
The audit from TPA demands retrieval of user’s data, which should be prohibitive
because it violates the privacy-preserving guarantee.
Its communication and computation complexity are both linear with respect to the sampled data
size, which may result in large communication overhead and time delay, especially when the
bandwidth available between the TPA and the cloud server is limited.
In contrast to traditional solutions, where the IT services are under proper physical, logical and
personnel controls, Cloud Computing moves the application software and databases to the large
data centers, where the management of the data and services
May not be fully trustworthy. This unique attribute, however, poses many new security
challenges which have not been well understood.
PROPOSED SYSTEM:
We consider an external auditor called as third party auditor (TPA), on behalf of the
cloud user, to verify the integrity of the data stored in the cloud. By utilizing public key based
homomorphic authenticator with random masking privacy preserving public auditing can be
achieved. The technique of bilinear aggregate signature is used to achieve batch auditing. Batch
auditing reduces
the computation overhead. Extensive security and performance analysis shows the proposed
schemes are provably secure and highly efficient.
We are going to tackle the problem of how to enable a privacy-preserving third-party auditing
protocol, independent to data encryption in this paper. Besides, with the prevalence of Cloud
Computing, a foreseeable increase of auditing tasks from different users may be delegated to
TPA.
Technical contribution in this paper is summarized as follows:
1. It supports an external auditor to audit the user’s outsourced data without learning
knowledge on the data content.
2. Achieves batch auditing where multiple delegated auditing asks from different users
can be performed simultaneously by the TPA.
3. Also supports dynamic operations on data blocks i.e. data update, append and delete.
Ad

More Related Content

What's hot (20)

Privacy preserving public auditing for regenerating-code-based cloud storage
Privacy preserving public auditing for regenerating-code-based cloud storagePrivacy preserving public auditing for regenerating-code-based cloud storage
Privacy preserving public auditing for regenerating-code-based cloud storage
parry prabhu
 
Privacy preserving public auditing for regenerating-code-based
Privacy preserving public auditing for regenerating-code-basedPrivacy preserving public auditing for regenerating-code-based
Privacy preserving public auditing for regenerating-code-based
Nagamalleswararao Tadikonda
 
PUBLIC INTEGRITY AUDITING FOR SHARED DYNAMIC CLOUD DATA WITH GROUP USER REVO...
 PUBLIC INTEGRITY AUDITING FOR SHARED DYNAMIC CLOUD DATA WITH GROUP USER REVO... PUBLIC INTEGRITY AUDITING FOR SHARED DYNAMIC CLOUD DATA WITH GROUP USER REVO...
PUBLIC INTEGRITY AUDITING FOR SHARED DYNAMIC CLOUD DATA WITH GROUP USER REVO...
Nexgen Technology
 
Oruta privacy preserving public auditing
Oruta privacy preserving public auditingOruta privacy preserving public auditing
Oruta privacy preserving public auditing
Papitha Velumani
 
Privacy Preserving Public Auditing for Data Storage Security in Cloud.ppt
Privacy Preserving Public Auditing for Data Storage Security in Cloud.pptPrivacy Preserving Public Auditing for Data Storage Security in Cloud.ppt
Privacy Preserving Public Auditing for Data Storage Security in Cloud.ppt
Girish Chandra
 
Oruta privacy preserving public auditing for shared data in the cloud
Oruta privacy preserving public auditing for shared data in the cloudOruta privacy preserving public auditing for shared data in the cloud
Oruta privacy preserving public auditing for shared data in the cloud
Nexgen Technology
 
Panda public auditing for shared data with efficient user revocation in the c...
Panda public auditing for shared data with efficient user revocation in the c...Panda public auditing for shared data with efficient user revocation in the c...
Panda public auditing for shared data with efficient user revocation in the c...
IGEEKS TECHNOLOGIES
 
Privacy preserving public auditing for regenerating code based cloud storage
Privacy preserving public auditing for regenerating code based cloud storagePrivacy preserving public auditing for regenerating code based cloud storage
Privacy preserving public auditing for regenerating code based cloud storage
kitechsolutions
 
Oruta ppt
Oruta pptOruta ppt
Oruta ppt
Manasa Chowdary
 
DOTNET 2013 IEEE CLOUDCOMPUTING PROJECT Privacy preserving public auditing fo...
DOTNET 2013 IEEE CLOUDCOMPUTING PROJECT Privacy preserving public auditing fo...DOTNET 2013 IEEE CLOUDCOMPUTING PROJECT Privacy preserving public auditing fo...
DOTNET 2013 IEEE CLOUDCOMPUTING PROJECT Privacy preserving public auditing fo...
IEEEGLOBALSOFTTECHNOLOGIES
 
Privacy preserving public auditing for secure cloud storage
Privacy preserving public auditing for secure cloud storagePrivacy preserving public auditing for secure cloud storage
Privacy preserving public auditing for secure cloud storage
IEEEFINALYEARPROJECTS
 
Public integrity auditing for shared dynamic cloud data with group user revoc...
Public integrity auditing for shared dynamic cloud data with group user revoc...Public integrity auditing for shared dynamic cloud data with group user revoc...
Public integrity auditing for shared dynamic cloud data with group user revoc...
Pvrtechnologies Nellore
 
Secure erasure code based cloud storage system with secure data forwarding
Secure erasure code based cloud storage system with secure data forwardingSecure erasure code based cloud storage system with secure data forwarding
Secure erasure code based cloud storage system with secure data forwarding
Priyank Rupera
 
Ppt 1
Ppt 1Ppt 1
Ppt 1
shanmugamsara
 
Privacy preserving public auditing for secure cloud storage
Privacy preserving public auditing for secure cloud storagePrivacy preserving public auditing for secure cloud storage
Privacy preserving public auditing for secure cloud storage
Mustaq Syed
 
data storage security technique for cloud computing
data storage security technique for cloud computingdata storage security technique for cloud computing
data storage security technique for cloud computing
hasimshah
 
Towards secure and dependable storage service in cloud
Towards secure and dependable storage service in cloudTowards secure and dependable storage service in cloud
Towards secure and dependable storage service in cloud
sibidlegend
 
secure data transfer and deletion from counting bloom filter in cloud computing.
secure data transfer and deletion from counting bloom filter in cloud computing.secure data transfer and deletion from counting bloom filter in cloud computing.
secure data transfer and deletion from counting bloom filter in cloud computing.
Venkat Projects
 
Privacy preserving public auditing for secure cloud storage
Privacy preserving public auditing for secure cloud storagePrivacy preserving public auditing for secure cloud storage
Privacy preserving public auditing for secure cloud storage
Shakas Technologies
 
Privacy Preserving Public Auditing for Data Storage Security in Cloud
Privacy Preserving Public Auditing for Data Storage Security in Cloud Privacy Preserving Public Auditing for Data Storage Security in Cloud
Privacy Preserving Public Auditing for Data Storage Security in Cloud
Girish Chandra
 
Privacy preserving public auditing for regenerating-code-based cloud storage
Privacy preserving public auditing for regenerating-code-based cloud storagePrivacy preserving public auditing for regenerating-code-based cloud storage
Privacy preserving public auditing for regenerating-code-based cloud storage
parry prabhu
 
Privacy preserving public auditing for regenerating-code-based
Privacy preserving public auditing for regenerating-code-basedPrivacy preserving public auditing for regenerating-code-based
Privacy preserving public auditing for regenerating-code-based
Nagamalleswararao Tadikonda
 
PUBLIC INTEGRITY AUDITING FOR SHARED DYNAMIC CLOUD DATA WITH GROUP USER REVO...
 PUBLIC INTEGRITY AUDITING FOR SHARED DYNAMIC CLOUD DATA WITH GROUP USER REVO... PUBLIC INTEGRITY AUDITING FOR SHARED DYNAMIC CLOUD DATA WITH GROUP USER REVO...
PUBLIC INTEGRITY AUDITING FOR SHARED DYNAMIC CLOUD DATA WITH GROUP USER REVO...
Nexgen Technology
 
Oruta privacy preserving public auditing
Oruta privacy preserving public auditingOruta privacy preserving public auditing
Oruta privacy preserving public auditing
Papitha Velumani
 
Privacy Preserving Public Auditing for Data Storage Security in Cloud.ppt
Privacy Preserving Public Auditing for Data Storage Security in Cloud.pptPrivacy Preserving Public Auditing for Data Storage Security in Cloud.ppt
Privacy Preserving Public Auditing for Data Storage Security in Cloud.ppt
Girish Chandra
 
Oruta privacy preserving public auditing for shared data in the cloud
Oruta privacy preserving public auditing for shared data in the cloudOruta privacy preserving public auditing for shared data in the cloud
Oruta privacy preserving public auditing for shared data in the cloud
Nexgen Technology
 
Panda public auditing for shared data with efficient user revocation in the c...
Panda public auditing for shared data with efficient user revocation in the c...Panda public auditing for shared data with efficient user revocation in the c...
Panda public auditing for shared data with efficient user revocation in the c...
IGEEKS TECHNOLOGIES
 
Privacy preserving public auditing for regenerating code based cloud storage
Privacy preserving public auditing for regenerating code based cloud storagePrivacy preserving public auditing for regenerating code based cloud storage
Privacy preserving public auditing for regenerating code based cloud storage
kitechsolutions
 
DOTNET 2013 IEEE CLOUDCOMPUTING PROJECT Privacy preserving public auditing fo...
DOTNET 2013 IEEE CLOUDCOMPUTING PROJECT Privacy preserving public auditing fo...DOTNET 2013 IEEE CLOUDCOMPUTING PROJECT Privacy preserving public auditing fo...
DOTNET 2013 IEEE CLOUDCOMPUTING PROJECT Privacy preserving public auditing fo...
IEEEGLOBALSOFTTECHNOLOGIES
 
Privacy preserving public auditing for secure cloud storage
Privacy preserving public auditing for secure cloud storagePrivacy preserving public auditing for secure cloud storage
Privacy preserving public auditing for secure cloud storage
IEEEFINALYEARPROJECTS
 
Public integrity auditing for shared dynamic cloud data with group user revoc...
Public integrity auditing for shared dynamic cloud data with group user revoc...Public integrity auditing for shared dynamic cloud data with group user revoc...
Public integrity auditing for shared dynamic cloud data with group user revoc...
Pvrtechnologies Nellore
 
Secure erasure code based cloud storage system with secure data forwarding
Secure erasure code based cloud storage system with secure data forwardingSecure erasure code based cloud storage system with secure data forwarding
Secure erasure code based cloud storage system with secure data forwarding
Priyank Rupera
 
Privacy preserving public auditing for secure cloud storage
Privacy preserving public auditing for secure cloud storagePrivacy preserving public auditing for secure cloud storage
Privacy preserving public auditing for secure cloud storage
Mustaq Syed
 
data storage security technique for cloud computing
data storage security technique for cloud computingdata storage security technique for cloud computing
data storage security technique for cloud computing
hasimshah
 
Towards secure and dependable storage service in cloud
Towards secure and dependable storage service in cloudTowards secure and dependable storage service in cloud
Towards secure and dependable storage service in cloud
sibidlegend
 
secure data transfer and deletion from counting bloom filter in cloud computing.
secure data transfer and deletion from counting bloom filter in cloud computing.secure data transfer and deletion from counting bloom filter in cloud computing.
secure data transfer and deletion from counting bloom filter in cloud computing.
Venkat Projects
 
Privacy preserving public auditing for secure cloud storage
Privacy preserving public auditing for secure cloud storagePrivacy preserving public auditing for secure cloud storage
Privacy preserving public auditing for secure cloud storage
Shakas Technologies
 
Privacy Preserving Public Auditing for Data Storage Security in Cloud
Privacy Preserving Public Auditing for Data Storage Security in Cloud Privacy Preserving Public Auditing for Data Storage Security in Cloud
Privacy Preserving Public Auditing for Data Storage Security in Cloud
Girish Chandra
 

Similar to Homomorphic authentication with random masking technique ensuring privacy (20)

JAVA 2013 IEEE CLOUDCOMPUTING PROJECT Privacy preserving public auditing for ...
JAVA 2013 IEEE CLOUDCOMPUTING PROJECT Privacy preserving public auditing for ...JAVA 2013 IEEE CLOUDCOMPUTING PROJECT Privacy preserving public auditing for ...
JAVA 2013 IEEE CLOUDCOMPUTING PROJECT Privacy preserving public auditing for ...
IEEEGLOBALSOFTTECHNOLOGIES
 
Privacy preserving public auditing for secure cloud storage
Privacy preserving public auditing for secure cloud storagePrivacy preserving public auditing for secure cloud storage
Privacy preserving public auditing for secure cloud storage
JPINFOTECH JAYAPRAKASH
 
Privacy preserving public auditing for secure cloud storage
Privacy preserving public auditing for secure cloud storagePrivacy preserving public auditing for secure cloud storage
Privacy preserving public auditing for secure cloud storage
JPINFOTECH JAYAPRAKASH
 
Iaetsd storage privacy protection against data
Iaetsd storage privacy protection against dataIaetsd storage privacy protection against data
Iaetsd storage privacy protection against data
Iaetsd Iaetsd
 
Improve HLA based Encryption Process using fixed Size Aggregate Key generation
Improve HLA based Encryption Process using fixed Size Aggregate Key generationImprove HLA based Encryption Process using fixed Size Aggregate Key generation
Improve HLA based Encryption Process using fixed Size Aggregate Key generation
Editor IJMTER
 
Insuring Security for Outsourced Data Stored in Cloud Environment
Insuring Security for Outsourced Data Stored in Cloud EnvironmentInsuring Security for Outsourced Data Stored in Cloud Environment
Insuring Security for Outsourced Data Stored in Cloud Environment
Editor IJCATR
 
International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)
ijceronline
 
Bio-Cryptography Based Secured Data Replication Management in Cloud Storage
Bio-Cryptography Based Secured Data Replication Management in Cloud StorageBio-Cryptography Based Secured Data Replication Management in Cloud Storage
Bio-Cryptography Based Secured Data Replication Management in Cloud Storage
IJERA Editor
 
International Journal of Engineering Research and Development (IJERD)
International Journal of Engineering Research and Development (IJERD)International Journal of Engineering Research and Development (IJERD)
International Journal of Engineering Research and Development (IJERD)
IJERD Editor
 
International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)
ijceronline
 
Periodic Auditing of Data in Cloud Using Random Bits
Periodic Auditing of Data in Cloud Using Random BitsPeriodic Auditing of Data in Cloud Using Random Bits
Periodic Auditing of Data in Cloud Using Random Bits
IJTET Journal
 
Enhanced security framework to ensure data security in cloud using security b...
Enhanced security framework to ensure data security in cloud using security b...Enhanced security framework to ensure data security in cloud using security b...
Enhanced security framework to ensure data security in cloud using security b...
eSAT Journals
 
Enhanced security framework to ensure data security
Enhanced security framework to ensure data securityEnhanced security framework to ensure data security
Enhanced security framework to ensure data security
eSAT Publishing House
 
R180203114117
R180203114117R180203114117
R180203114117
IOSR Journals
 
Privacy Preserving Public Auditing and Data Integrity for Secure Cloud Storag...
Privacy Preserving Public Auditing and Data Integrity for Secure Cloud Storag...Privacy Preserving Public Auditing and Data Integrity for Secure Cloud Storag...
Privacy Preserving Public Auditing and Data Integrity for Secure Cloud Storag...
INFOGAIN PUBLICATION
 
J017236366
J017236366J017236366
J017236366
IOSR Journals
 
Secure Data Storage in Cloud Using Encryption and Steganography
Secure Data Storage in Cloud Using Encryption and SteganographySecure Data Storage in Cloud Using Encryption and Steganography
Secure Data Storage in Cloud Using Encryption and Steganography
iosrjce
 
[IJET-V1I3P3]
[IJET-V1I3P3][IJET-V1I3P3]
[IJET-V1I3P3]
IJET - International Journal of Engineering and Techniques
 
DISTRIBUTED SCHEME TO AUTHENTICATE DATA STORAGE SECURITY IN CLOUD COMPUTING
DISTRIBUTED SCHEME TO AUTHENTICATE DATA STORAGE SECURITY IN CLOUD COMPUTINGDISTRIBUTED SCHEME TO AUTHENTICATE DATA STORAGE SECURITY IN CLOUD COMPUTING
DISTRIBUTED SCHEME TO AUTHENTICATE DATA STORAGE SECURITY IN CLOUD COMPUTING
ijcsit
 
DISTRIBUTED SCHEME TO AUTHENTICATE DATA STORAGE SECURITY IN CLOUD COMPUTING
DISTRIBUTED SCHEME TO AUTHENTICATE DATA STORAGE SECURITY IN CLOUD COMPUTINGDISTRIBUTED SCHEME TO AUTHENTICATE DATA STORAGE SECURITY IN CLOUD COMPUTING
DISTRIBUTED SCHEME TO AUTHENTICATE DATA STORAGE SECURITY IN CLOUD COMPUTING
AIRCC Publishing Corporation
 
JAVA 2013 IEEE CLOUDCOMPUTING PROJECT Privacy preserving public auditing for ...
JAVA 2013 IEEE CLOUDCOMPUTING PROJECT Privacy preserving public auditing for ...JAVA 2013 IEEE CLOUDCOMPUTING PROJECT Privacy preserving public auditing for ...
JAVA 2013 IEEE CLOUDCOMPUTING PROJECT Privacy preserving public auditing for ...
IEEEGLOBALSOFTTECHNOLOGIES
 
Privacy preserving public auditing for secure cloud storage
Privacy preserving public auditing for secure cloud storagePrivacy preserving public auditing for secure cloud storage
Privacy preserving public auditing for secure cloud storage
JPINFOTECH JAYAPRAKASH
 
Privacy preserving public auditing for secure cloud storage
Privacy preserving public auditing for secure cloud storagePrivacy preserving public auditing for secure cloud storage
Privacy preserving public auditing for secure cloud storage
JPINFOTECH JAYAPRAKASH
 
Iaetsd storage privacy protection against data
Iaetsd storage privacy protection against dataIaetsd storage privacy protection against data
Iaetsd storage privacy protection against data
Iaetsd Iaetsd
 
Improve HLA based Encryption Process using fixed Size Aggregate Key generation
Improve HLA based Encryption Process using fixed Size Aggregate Key generationImprove HLA based Encryption Process using fixed Size Aggregate Key generation
Improve HLA based Encryption Process using fixed Size Aggregate Key generation
Editor IJMTER
 
Insuring Security for Outsourced Data Stored in Cloud Environment
Insuring Security for Outsourced Data Stored in Cloud EnvironmentInsuring Security for Outsourced Data Stored in Cloud Environment
Insuring Security for Outsourced Data Stored in Cloud Environment
Editor IJCATR
 
International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)
ijceronline
 
Bio-Cryptography Based Secured Data Replication Management in Cloud Storage
Bio-Cryptography Based Secured Data Replication Management in Cloud StorageBio-Cryptography Based Secured Data Replication Management in Cloud Storage
Bio-Cryptography Based Secured Data Replication Management in Cloud Storage
IJERA Editor
 
International Journal of Engineering Research and Development (IJERD)
International Journal of Engineering Research and Development (IJERD)International Journal of Engineering Research and Development (IJERD)
International Journal of Engineering Research and Development (IJERD)
IJERD Editor
 
International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)
ijceronline
 
Periodic Auditing of Data in Cloud Using Random Bits
Periodic Auditing of Data in Cloud Using Random BitsPeriodic Auditing of Data in Cloud Using Random Bits
Periodic Auditing of Data in Cloud Using Random Bits
IJTET Journal
 
Enhanced security framework to ensure data security in cloud using security b...
Enhanced security framework to ensure data security in cloud using security b...Enhanced security framework to ensure data security in cloud using security b...
Enhanced security framework to ensure data security in cloud using security b...
eSAT Journals
 
Enhanced security framework to ensure data security
Enhanced security framework to ensure data securityEnhanced security framework to ensure data security
Enhanced security framework to ensure data security
eSAT Publishing House
 
Privacy Preserving Public Auditing and Data Integrity for Secure Cloud Storag...
Privacy Preserving Public Auditing and Data Integrity for Secure Cloud Storag...Privacy Preserving Public Auditing and Data Integrity for Secure Cloud Storag...
Privacy Preserving Public Auditing and Data Integrity for Secure Cloud Storag...
INFOGAIN PUBLICATION
 
Secure Data Storage in Cloud Using Encryption and Steganography
Secure Data Storage in Cloud Using Encryption and SteganographySecure Data Storage in Cloud Using Encryption and Steganography
Secure Data Storage in Cloud Using Encryption and Steganography
iosrjce
 
DISTRIBUTED SCHEME TO AUTHENTICATE DATA STORAGE SECURITY IN CLOUD COMPUTING
DISTRIBUTED SCHEME TO AUTHENTICATE DATA STORAGE SECURITY IN CLOUD COMPUTINGDISTRIBUTED SCHEME TO AUTHENTICATE DATA STORAGE SECURITY IN CLOUD COMPUTING
DISTRIBUTED SCHEME TO AUTHENTICATE DATA STORAGE SECURITY IN CLOUD COMPUTING
ijcsit
 
DISTRIBUTED SCHEME TO AUTHENTICATE DATA STORAGE SECURITY IN CLOUD COMPUTING
DISTRIBUTED SCHEME TO AUTHENTICATE DATA STORAGE SECURITY IN CLOUD COMPUTINGDISTRIBUTED SCHEME TO AUTHENTICATE DATA STORAGE SECURITY IN CLOUD COMPUTING
DISTRIBUTED SCHEME TO AUTHENTICATE DATA STORAGE SECURITY IN CLOUD COMPUTING
AIRCC Publishing Corporation
 
Ad

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
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
 
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
 
Ad

Recently uploaded (20)

"Heraldry Detective Project"- Coats of Arms and Mottos of "Ivanhoe" in Ivanho...
"Heraldry Detective Project"- Coats of Arms and Mottos of "Ivanhoe" in Ivanho..."Heraldry Detective Project"- Coats of Arms and Mottos of "Ivanhoe" in Ivanho...
"Heraldry Detective Project"- Coats of Arms and Mottos of "Ivanhoe" in Ivanho...
ruslana1975
 
How to Share Accounts Between Companies in Odoo 18
How to Share Accounts Between Companies in Odoo 18How to Share Accounts Between Companies in Odoo 18
How to Share Accounts Between Companies in Odoo 18
Celine George
 
How to Manage Manual Reordering Rule in Odoo 18 Inventory
How to Manage Manual Reordering Rule in Odoo 18 InventoryHow to Manage Manual Reordering Rule in Odoo 18 Inventory
How to Manage Manual Reordering Rule in Odoo 18 Inventory
Celine George
 
COPA Apprentice exam Questions and answers PDF
COPA Apprentice exam Questions and answers PDFCOPA Apprentice exam Questions and answers PDF
COPA Apprentice exam Questions and answers PDF
SONU HEETSON
 
Cyber security COPA ITI MCQ Top Questions
Cyber security COPA ITI MCQ Top QuestionsCyber security COPA ITI MCQ Top Questions
Cyber security COPA ITI MCQ Top Questions
SONU HEETSON
 
Final Evaluation.docx...........................
Final Evaluation.docx...........................Final Evaluation.docx...........................
Final Evaluation.docx...........................
l1bbyburrell
 
2025 The Senior Landscape and SET plan preparations.pptx
2025 The Senior Landscape and SET plan preparations.pptx2025 The Senior Landscape and SET plan preparations.pptx
2025 The Senior Landscape and SET plan preparations.pptx
mansk2
 
Search Matching Applicants in Odoo 18 - Odoo Slides
Search Matching Applicants in Odoo 18 - Odoo SlidesSearch Matching Applicants in Odoo 18 - Odoo Slides
Search Matching Applicants in Odoo 18 - Odoo Slides
Celine George
 
Redesigning Education as a Cognitive Ecosystem: Practical Insights into Emerg...
Redesigning Education as a Cognitive Ecosystem: Practical Insights into Emerg...Redesigning Education as a Cognitive Ecosystem: Practical Insights into Emerg...
Redesigning Education as a Cognitive Ecosystem: Practical Insights into Emerg...
Leonel Morgado
 
The History of Kashmir Karkota Dynasty NEP.pptx
The History of Kashmir Karkota Dynasty NEP.pptxThe History of Kashmir Karkota Dynasty NEP.pptx
The History of Kashmir Karkota Dynasty NEP.pptx
Arya Mahila P. G. College, Banaras Hindu University, Varanasi, India.
 
spinal cord disorders (Myelopathies and radiculoapthies)
spinal cord disorders (Myelopathies and radiculoapthies)spinal cord disorders (Myelopathies and radiculoapthies)
spinal cord disorders (Myelopathies and radiculoapthies)
Mohamed Rizk Khodair
 
PUBH1000 Slides - Module 11: Governance for Health
PUBH1000 Slides - Module 11: Governance for HealthPUBH1000 Slides - Module 11: Governance for Health
PUBH1000 Slides - Module 11: Governance for Health
JonathanHallett4
 
Module_2_Types_and_Approaches_of_Research (2).pptx
Module_2_Types_and_Approaches_of_Research (2).pptxModule_2_Types_and_Approaches_of_Research (2).pptx
Module_2_Types_and_Approaches_of_Research (2).pptx
drroxannekemp
 
YSPH VMOC Special Report - Measles Outbreak Southwest US 5-14-2025 .pptx
YSPH VMOC Special Report - Measles Outbreak  Southwest US 5-14-2025  .pptxYSPH VMOC Special Report - Measles Outbreak  Southwest US 5-14-2025  .pptx
YSPH VMOC Special Report - Measles Outbreak Southwest US 5-14-2025 .pptx
Yale School of Public Health - The Virtual Medical Operations Center (VMOC)
 
BÀI TẬP BỔ TRỢ TIẾNG ANH 9 THEO ĐƠN VỊ BÀI HỌC - GLOBAL SUCCESS - CẢ NĂM (TỪ...
BÀI TẬP BỔ TRỢ TIẾNG ANH 9 THEO ĐƠN VỊ BÀI HỌC - GLOBAL SUCCESS - CẢ NĂM (TỪ...BÀI TẬP BỔ TRỢ TIẾNG ANH 9 THEO ĐƠN VỊ BÀI HỌC - GLOBAL SUCCESS - CẢ NĂM (TỪ...
BÀI TẬP BỔ TRỢ TIẾNG ANH 9 THEO ĐƠN VỊ BÀI HỌC - GLOBAL SUCCESS - CẢ NĂM (TỪ...
Nguyen Thanh Tu Collection
 
MEDICAL BIOLOGY MCQS BY. DR NASIR MUSTAFA
MEDICAL BIOLOGY MCQS  BY. DR NASIR MUSTAFAMEDICAL BIOLOGY MCQS  BY. DR NASIR MUSTAFA
MEDICAL BIOLOGY MCQS BY. DR NASIR MUSTAFA
Dr. Nasir Mustafa
 
TERMINOLOGIES,GRIEF PROCESS AND LOSS AMD ITS TYPES .pptx
TERMINOLOGIES,GRIEF PROCESS AND LOSS AMD ITS TYPES .pptxTERMINOLOGIES,GRIEF PROCESS AND LOSS AMD ITS TYPES .pptx
TERMINOLOGIES,GRIEF PROCESS AND LOSS AMD ITS TYPES .pptx
PoojaSen20
 
U3 ANTITUBERCULAR DRUGS Pharmacology 3.pptx
U3 ANTITUBERCULAR DRUGS Pharmacology 3.pptxU3 ANTITUBERCULAR DRUGS Pharmacology 3.pptx
U3 ANTITUBERCULAR DRUGS Pharmacology 3.pptx
Mayuri Chavan
 
Module 1: Foundations of Research
Module 1: Foundations of ResearchModule 1: Foundations of Research
Module 1: Foundations of Research
drroxannekemp
 
"Heraldry Detective Project"- Coats of Arms and Mottos of "Ivanhoe" in Ivanho...
"Heraldry Detective Project"- Coats of Arms and Mottos of "Ivanhoe" in Ivanho..."Heraldry Detective Project"- Coats of Arms and Mottos of "Ivanhoe" in Ivanho...
"Heraldry Detective Project"- Coats of Arms and Mottos of "Ivanhoe" in Ivanho...
ruslana1975
 
How to Share Accounts Between Companies in Odoo 18
How to Share Accounts Between Companies in Odoo 18How to Share Accounts Between Companies in Odoo 18
How to Share Accounts Between Companies in Odoo 18
Celine George
 
How to Manage Manual Reordering Rule in Odoo 18 Inventory
How to Manage Manual Reordering Rule in Odoo 18 InventoryHow to Manage Manual Reordering Rule in Odoo 18 Inventory
How to Manage Manual Reordering Rule in Odoo 18 Inventory
Celine George
 
COPA Apprentice exam Questions and answers PDF
COPA Apprentice exam Questions and answers PDFCOPA Apprentice exam Questions and answers PDF
COPA Apprentice exam Questions and answers PDF
SONU HEETSON
 
Cyber security COPA ITI MCQ Top Questions
Cyber security COPA ITI MCQ Top QuestionsCyber security COPA ITI MCQ Top Questions
Cyber security COPA ITI MCQ Top Questions
SONU HEETSON
 
Final Evaluation.docx...........................
Final Evaluation.docx...........................Final Evaluation.docx...........................
Final Evaluation.docx...........................
l1bbyburrell
 
2025 The Senior Landscape and SET plan preparations.pptx
2025 The Senior Landscape and SET plan preparations.pptx2025 The Senior Landscape and SET plan preparations.pptx
2025 The Senior Landscape and SET plan preparations.pptx
mansk2
 
Search Matching Applicants in Odoo 18 - Odoo Slides
Search Matching Applicants in Odoo 18 - Odoo SlidesSearch Matching Applicants in Odoo 18 - Odoo Slides
Search Matching Applicants in Odoo 18 - Odoo Slides
Celine George
 
Redesigning Education as a Cognitive Ecosystem: Practical Insights into Emerg...
Redesigning Education as a Cognitive Ecosystem: Practical Insights into Emerg...Redesigning Education as a Cognitive Ecosystem: Practical Insights into Emerg...
Redesigning Education as a Cognitive Ecosystem: Practical Insights into Emerg...
Leonel Morgado
 
spinal cord disorders (Myelopathies and radiculoapthies)
spinal cord disorders (Myelopathies and radiculoapthies)spinal cord disorders (Myelopathies and radiculoapthies)
spinal cord disorders (Myelopathies and radiculoapthies)
Mohamed Rizk Khodair
 
PUBH1000 Slides - Module 11: Governance for Health
PUBH1000 Slides - Module 11: Governance for HealthPUBH1000 Slides - Module 11: Governance for Health
PUBH1000 Slides - Module 11: Governance for Health
JonathanHallett4
 
Module_2_Types_and_Approaches_of_Research (2).pptx
Module_2_Types_and_Approaches_of_Research (2).pptxModule_2_Types_and_Approaches_of_Research (2).pptx
Module_2_Types_and_Approaches_of_Research (2).pptx
drroxannekemp
 
BÀI TẬP BỔ TRỢ TIẾNG ANH 9 THEO ĐƠN VỊ BÀI HỌC - GLOBAL SUCCESS - CẢ NĂM (TỪ...
BÀI TẬP BỔ TRỢ TIẾNG ANH 9 THEO ĐƠN VỊ BÀI HỌC - GLOBAL SUCCESS - CẢ NĂM (TỪ...BÀI TẬP BỔ TRỢ TIẾNG ANH 9 THEO ĐƠN VỊ BÀI HỌC - GLOBAL SUCCESS - CẢ NĂM (TỪ...
BÀI TẬP BỔ TRỢ TIẾNG ANH 9 THEO ĐƠN VỊ BÀI HỌC - GLOBAL SUCCESS - CẢ NĂM (TỪ...
Nguyen Thanh Tu Collection
 
MEDICAL BIOLOGY MCQS BY. DR NASIR MUSTAFA
MEDICAL BIOLOGY MCQS  BY. DR NASIR MUSTAFAMEDICAL BIOLOGY MCQS  BY. DR NASIR MUSTAFA
MEDICAL BIOLOGY MCQS BY. DR NASIR MUSTAFA
Dr. Nasir Mustafa
 
TERMINOLOGIES,GRIEF PROCESS AND LOSS AMD ITS TYPES .pptx
TERMINOLOGIES,GRIEF PROCESS AND LOSS AMD ITS TYPES .pptxTERMINOLOGIES,GRIEF PROCESS AND LOSS AMD ITS TYPES .pptx
TERMINOLOGIES,GRIEF PROCESS AND LOSS AMD ITS TYPES .pptx
PoojaSen20
 
U3 ANTITUBERCULAR DRUGS Pharmacology 3.pptx
U3 ANTITUBERCULAR DRUGS Pharmacology 3.pptxU3 ANTITUBERCULAR DRUGS Pharmacology 3.pptx
U3 ANTITUBERCULAR DRUGS Pharmacology 3.pptx
Mayuri Chavan
 
Module 1: Foundations of Research
Module 1: Foundations of ResearchModule 1: Foundations of Research
Module 1: Foundations of Research
drroxannekemp
 

Homomorphic authentication with random masking technique ensuring privacy

  • 1. HOMOMORPHIC AUTHENTICATION WITH RANDOM MASKING TECHNIQUE ENSURING PRIVACY & SECURITY IN CLOUD COMPUTING ABSTRACT Cloud computing may be defined as delivery of product rather than service. Cloud computing is a internet based computing which enables sharing of services. Many users place their data in the cloud. However, the fact that users no longer have physical possession of the possibly large size of outsourced data makes the data integrity protection in cloud computing a very challenging and potentially formidable task, especially for users with constrained computing resources and capabilities. So correctness of data and security is a prime concern. This article studies the problem of ensuring the integrity and security of data storage in Cloud Computing. Security in cloud is achieved by signing the data block before sending to the cloud. Signing is performed using algorithm which is more secure compared to other algorithms. To ensure the correctness of data, we consider an external auditor called as third party auditor (TPA), on behalf of the cloud user, to verify the integrity of the data stored in the cloud. By utilizing public key based homomorphism authenticator with random masking privacy preserving public auditing can be achieved. The technique of bilinear aggregate signature is used to achieve batch auditing. Batch auditing reduces the computation overhead. Extensive security and performance analysis shows the proposed schemes are provably secure and highly efficient.
  • 2. ALGORITHM: BLS: Boneh–Lynn–Shacham Signing is performed using Boneh–Lynn–Shacham (BLS) algorithm which is more secure compared to other algorithms. To ensure the correctness of data, we consider an external auditor called as third party auditor (TPA), on behalf of the cloud user, to verify the integrity of the data stored in the cloud. By utilizing public key based homomorphic authenticator with random masking privacy preserving public auditing can be achieved. The technique of bilinear aggregate signature is used to achieve batch auditing. Batch auditing reduces the computation overhead. Extensive security and performance analysis shows the proposed schemes are provably secure MODULES: 1. System Model: Third Party Auditor (TPA): an optional TPA, who has expertise and capabilities that users may not have, is trusted to assess and expose risk of cloud storage services on behalf of the users upon request. 1. It supports an external auditor to audit the user’s outsourced data without learning knowledge on the data content. 2. Achieves batch auditing where multiple delegated auditing asks from different users can be performed simultaneously by the TPA. 3. Also supports dynamic operations on data blocks i.e. data update, append and delete.
  • 3. 2. File Retrieval and Error Recovery: Since our layout of file matrix is systematic, the user can reconstruct the original file by downloading the data vectors from the first m servers, assuming that they return the correct response values. Notice that our verification scheme is based on random spot-checking, so the storage correctness assurance is a probabilistic one. We can guarantee the successful file retrieval with high probability. On the other hand, whenever the data corruption is detected, the comparison of pre-computed tokens and received response values can guarantee the identification of misbehaving server(s). 3. Operations: (1) Update Operation In cloud data storage, sometimes the user may need to modify some data block(s) stored in the cloud, we refer this operation as data update. In other words, for all the unused tokens, the user needs to exclude every occurrence of the old data block and replace it with the new one. (2) Delete Operation Sometimes, after being stored in the cloud, certain data blocks may need to be deleted. The delete operation we are considering is a general one, in which user replaces the data block with zero or some special reserved data symbol. From this point of view, the delete operation is actually a special case of the data update operation, where the original data blocks can be replaced with zeros or some predetermined special blocks. (3) Append Operation
  • 4. In some cases, the user may want to increase the size of his stored data by adding blocks at the end of the data file, which we refer as data append. We anticipate that the most frequent append operation in cloud data storage is bulk append, in which the user needs to upload a large number of blocks (not a single block) at one time. EXISTING SYSTEM: The audit from TPA demands retrieval of user’s data, which should be prohibitive because it violates the privacy-preserving guarantee. Its communication and computation complexity are both linear with respect to the sampled data size, which may result in large communication overhead and time delay, especially when the bandwidth available between the TPA and the cloud server is limited. In contrast to traditional solutions, where the IT services are under proper physical, logical and personnel controls, Cloud Computing moves the application software and databases to the large data centers, where the management of the data and services May not be fully trustworthy. This unique attribute, however, poses many new security challenges which have not been well understood. PROPOSED SYSTEM: We consider an external auditor called as third party auditor (TPA), on behalf of the cloud user, to verify the integrity of the data stored in the cloud. By utilizing public key based homomorphic authenticator with random masking privacy preserving public auditing can be achieved. The technique of bilinear aggregate signature is used to achieve batch auditing. Batch auditing reduces
  • 5. the computation overhead. Extensive security and performance analysis shows the proposed schemes are provably secure and highly efficient. We are going to tackle the problem of how to enable a privacy-preserving third-party auditing protocol, independent to data encryption in this paper. Besides, with the prevalence of Cloud Computing, a foreseeable increase of auditing tasks from different users may be delegated to TPA. Technical contribution in this paper is summarized as follows: 1. It supports an external auditor to audit the user’s outsourced data without learning knowledge on the data content. 2. Achieves batch auditing where multiple delegated auditing asks from different users can be performed simultaneously by the TPA. 3. Also supports dynamic operations on data blocks i.e. data update, append and delete.
  翻译: