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CARRYING OUT SAFE EXPLORATION SHORT OF THE ACTUAL
DATA OF CODES AND TRAPDOORS
R.L.Pravallika
M. Tech, II Year, CSE
JNTUA College of Engineering
Pulivendula, A.P., India
Pravallikareddy.nl@gmail.com
Smt.S.J.Saritha , M.Tech.,(Ph.D)
Assistant Professor, Dept. of CSE
JNT University
Anantapur, A.P., India
ABSTRACT:
For privacy concerns, a safe and secure search over encoded cloud data has motivated several research works underneath the single
owner model. However, most cloud servers used don't simply serve one owner rather, they support multiple proprietors to talk about
the advantages introduced by cloud computing. Ought to be fact, most cloud servers used don't simply serve one data owner rather,
they frequently support multiple data proprietors to talk about the advantages introduced by cloud computing. Using the creation of
cloud computing, it is more and more popular for data proprietors to delegate their data to public cloud servers while permitting data
customers to retrieve this. data. Within this paper, we advise schemes to cope with Privacy protecting Rated Multi-keyword Search
inside a Multi-owner model (PRMSM). To allow cloud servers to do secure search not understanding the particular data of both key
phrases and trapdoors, we methodically create a novel secure search protocol. In addition, PRMSM supports efficient data user
revocation. Extensive experiments on real-world datasets read the effectiveness and efficiency of PRMSM. To position looking results
and preserve the privacy of relevance scores between key phrases and files, we advise a manuscript Additive Order and Privacy
Protecting Function family. To avoid the attackers from eavesdropping secret keys and pretending to become legal data customers
posting searches, we advise a manuscript dynamic secret key generation protocol along with a new data user authentication protocol.
Keywords: Ranked keyword search, multiple owners, privacy preserving
I.INTRODUCTION
Businesses of dimensions can leverage the cloud to improve innovation and collaboration. Regardless of the abundant advantages
of cloud computing, for privacy concerns, people and enterprise customers are unwilling to delegate their sensitive data, including
emails, personal health records and government private files, towards the cloud [1]. Cloud computing is really a subversive
technology that's altering the actual way it software and hardware are made and bought. As new of computing, cloud computing
provides abundant benefits including quick access, decreased costs, quick deployment and versatile resource management, etc. It
is because once sensitive data are outsourced to some remote cloud, the related data proprietors lose direct charge of these data.
Cloud providers (CSPs) would promise to make sure ownersโ€™ data security using systems like virtualization and firewalls.
However, these systems don't safeguard ownersโ€™ data privacy in the CSP itself, because the CSP offers full charge of cloud
hardware, software, and ownersโ€™ data. File encryption on sensitive data before outsourcing can preserve data privacy against CSP.
However, data file encryption helps make the traditional data utilization service-based on plaintext keyword search a really
challenging problem [2]. An insignificant fix for your problem would be to download all of the encoded data and decrypt them in
your area. However, this process is clearly not practical since it may cause a lot of communication overhead. Therefore, creating a
secure search service over encoded cloud information is of vital importance. Secure search over encoded data has lately attracted
the eye of numerous scientists. Ought to be fact, most cloud servers used don't simply serve one data owner rather, they frequently
ISBN-13: 978-1537313573
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Proceedings of ICTPRE-2016
ยฉIIRDEM 201667
support multiple data proprietors to talk about the advantages introduced by cloud computing. To preserve their privacy, they'll
secure their data using their secret keys. Within this scenario, just the approved organizations are capable of doing a safe and
secure search over this encoded data led by multiple data proprietors. They propose the conception of searchable file encryption,
that is a cryptographic primitive that allows customers to carry out a keyword-based explore an encoded dataset, just like on the
plaintext dataset. This type of Personal Health Record discussing system, where multiple data proprietors are participating, are
available at mymedwall.com. In comparison using the single-owner plan, creating a full-fledged multi-owner plan may have
many new challenging problems. First, within the single owner plan, the information owner needs to stay online to create
trapdoors for data customers. Within this paper, we advise PRMSM, a privacy protecting rated multi-keyword search protocol
inside a multi-owner cloud model. To allow cloud servers to do secure search not understanding the particular worth of both key
phrases and trapdoors, we methodically create a novel secure search protocol. Consequently, different data proprietors use
different secrets of secure their files and key phrases. Authenticated data customers can issue a question not understanding secret
keys of those different data proprietors. To position looking results and preserve the privacy of relevance scores between key
phrases and files, we advise a brand new additive order and privacy protecting function family, which will help the cloud server,
return probably the most relevant search engine results to data customers without revealing any sensitive information. In addition,
when you want to revoke an information user, PRMSM ensures efficient data user revocation. Extensive experiments on real-
world datasets read the effectiveness and efficiency in our suggested schemes. To avoid the attackers from eavesdropping secret
keys and pretending to become legal data customers posting searches, we advise a manuscript dynamic secret key generation
protocol along with a new data user authentication protocol. Consequently, attackers who steal the key and perform illegal
searches could be easily detected.
Fig.1. Data user authentication and dynamic secret key generation
II. IMPLEMENTATION
We introduce the dynamic key generation method and also the authentication protocol; we first introduce the format from the
authentication data. Within our plan, the authentication process remains safe and secure through the dynamic secret key and also
the historic information. Note the same as previous works, data user revocation within our plan need not re-secure increase
considerable amounts of information stored around the cloud server [3]. We present a proper description for that target condition
in this paper. We first define a method model along with a corresponding threat model. System Model Within our multi-owner
and multi-user cloud computing model, four organizations are participating they're data proprietors, the cloud server,
administration server, and knowledge customers. Threat Model Within our threat model, we assume the administration server is
reliable. The executive server could be any reliable 3rd party, e.g., the Certificate Authority within the Public Key Infrastructure,
the aggregation and distribution layer, and also the 3rd party auditor. Data proprietors and knowledge customers who passed the
authentication from the administration server will also be reliable. To avoid attackers from pretending to become legal data
customers carrying out searches and starting record attacks in line with the Google listing, data customers should be authenticated
ISBN-13: 978-1537313573
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Proceedings of ICTPRE-2016
ยฉIIRDEM 201668
prior to the administration server encrypts trapdoors for data customers. Traditional authentication techniques frequently follow
three steps [4]. We give a good example as one example of the primary concept of the consumer authentication protocol. Assume
Alice really wants to be authenticated through the administration server, so she starts a discussion using the server. The server
then authenticates the items in the conversation. When the contents are authenticated, both Alice and also the server will create
the initial secret key based on the conversation contents. Following the initialization, to become authenticated effectively, Alice
needs to supply the historic data of the conversations. When the authentication is effective, both Alice and also the administration
server can change their secret keys according the items in the conversation. In this manner, the key keys keep altering
dynamically not understanding the right historic data; an assailant cannot begin an effective conversation using the administration
server. Numerous data proprietors are frequently involved with practical cloud programs. For privacy concerns, they'd hesitate to
talk about secret keys with other people. Rather, they like to make use of their very own secret secrets of secure their sensitive
data. When key phrases of various data proprietors are encoded with various secret keys, the approaching question is how you can
locate different-key encoded key phrases among multiple data proprietors. Within this section, to allow secure, efficient and
convenient searches over encoded cloud data possessed by multiple data proprietors, we methodically design schemes to offer the
following three needs: First, different data proprietors use different secret secrets of secure their key phrases. Second,
authenticated data customers can generate their trapdoors not understanding these secret keys. Third, upon receiving trapdoors,
the cloud server will find the related key phrases from various data ownersโ€™ encoded key phrases not understanding the particular
worth of key phrases or trapdoors. To position the relevance score while protecting its privacy, the suggested function should
fulfill the following conditions. i) This function should preserve an order of information, because this helps the cloud server pick
which file is much more highly relevant to a particular keyword, based on the encoded relevance scores. ii) This function
shouldn't be revealed through the cloud server to ensure that cloud server could make evaluations on encoded relevance scores not
understanding their actual values. iii) Different data proprietors must have different functions so that revealing the encoded worth
of an information owner wouldn't result in the leakage of encoded values of other data proprietors [5]. We first elucidate a
purchase and privacy protecting encoding plan. Only then do we illustrate an additive order protecting and privacy protecting
encoding plan.
Not the same as prior works, our schemes enable authenticated data customers to attain secure, convenient, and efficient searches
over multiple data ownersโ€™ data. Within this paper, we explore the issue of secure multi-keyword look for multiple data
proprietors and multiple data customers within the cloud computing atmosphere. To efficiently authenticate data customers and
identify attackers who steal the key and perform illegal searches, we advise a manuscript dynamic secret key generation protocol
along with a new data user authentication protocol. As our future work, on single hands, we'll think about the problem of secure
fuzzy keyword search inside a multi-owner paradigm. However, we intend to implement our plan around the commercial clouds.
To allow the cloud server to do secure search among multiple ownersโ€™ data encoded with various secret keys, we methodically
create a novel secure search protocol. To position looking results and preserve the privacy of relevance scores between key
phrases and files, we advise a manuscript Additive Order and Privacy Protecting Function family. Furthermore, we reveal that our
approach is computationally efficient, for large data and keyword sets.
III. CONCLUSION
Not the same as prior works, our schemes enable authenticated data customers to attain secure, convenient, and efficient searches
over multiple data ownersโ€™ data. Within this paper, we explore the issue of secure multi-keyword look for multiple data
ISBN-13: 978-1537313573
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Proceedings of ICTPRE-2016
ยฉIIRDEM 201669
proprietors and multiple data customers within the cloud computing atmosphere. To efficiently authenticate data customers and
identify attackers who steal the key and perform illegal searches, we advise a manuscript dynamic secret key generation protocol
along with a new data user authentication protocol. As our future work, on single hands, we'll think about the problem of secure
fuzzy keyword search inside a multi-owner paradigm. However, we intend to implement our plan around the commercial clouds.
To allow the cloud server to do secure search among multiple ownersโ€™ data encoded with various secret keys, we methodically
create a novel secure search protocol. To position looking results and preserve the privacy of relevance scores between key
phrases and files, we advise a manuscript Additive Order and Privacy Protecting Function family. Furthermore, we reveal that our
approach is computationally efficient, for large data and keyword sets.
REFERENCES
[1] D. Boneh and M. Franklin, โ€œIdentity-based encryption from the weil pairing,โ€ SIAM Journal on Computing, vol. 32, no. 3, pp.
586โ€“615, 2003.
[2] D. B. et al., โ€œPublic key encryption with keyword search secure against keyword guessing attacks without random oracle,โ€
EUROCRYPT, vol. 43, pp. 506โ€“522, 2004.
[3] M. Chuah and W. Hu, โ€œPrivacy-aware bedtree based solution for fuzzy multi-keyword search over encrypted data,โ€ in Proc.
IEEE 31th International Conference on Distributed Computing Systems (ICDCSโ€™11), Minneapolis, MN, Jun. 2011, pp. 383โ€“392.
[4] R. Agrawal, J. Kiernan, R. Srikant, and Y. Xu, โ€œOrder preserving encryption for numeric data,โ€ in Proc. ACM SIGMODโ€™04,
Paris, France, Jun. 2004, pp. 563โ€“57
[5]M.Armbrust,A.Fox,R.Griffith,A.D.Joseph,R.Katz,A.Konwinski,G.Lee,D.PatterSon,A.Rabkin,I.Stoica, and M.Zaharia, view of
cloud computing,โ€communication of the ACM,vol.53,no.4,pp.50-58,2010.
[7] C.Wang, S.S.Chow, Q.Wang, K.Ren, and W.Lou,โ€privacy preserving public auditing for secure cloud
storage,โ€computers,IEEE Transactions on vol.62,no.2,pp.362-375,2013.
[8] D.Song, D.Wagner,and A, โ€œPractical techniques for
searches on encrypted data,โ€ in Proc. IEEE International Sym-
posium on Security and Privacy (S&Pโ€™00), Nagoya, Japan, Jan.2000, pp. 44โ€“55
[9] E. Goh. (2003) Secure indexes. [Online]. Available:
http://eprint.iacr.org/
[10] R. Curtmola, J. Garay, S. Kamara, and R. Ostrovsky, โ€œSearch-able symmetric encryption: improved definitions and efficient
constructions,โ€ in Proc. ACM CCSโ€™06, VA, USA, Oct. 2006, pp.77-88
ISBN-13: 978-1537313573
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Proceedings of ICTPRE-2016
ยฉIIRDEM 201670
[11] P. Golle, J. Staddon, and B. Waters, โ€œSecure conjunctive key-word search over encrypted data,โ€ in Proc. Applied
Cryptography and Network Security (ACNSโ€™04), Yellow Mountain, China,Jun. 2004, pp. 31โ€“45.
[12] L. Ballard, S. Kamara, and F. Monrose, โ€œAchieving efficientconjunctive keyword searches over encrypted data,โ€ in
Proc.Information and Communications Security (ICICSโ€™05), Beijing,China, Dec. 2005, pp. 414โ€“426.
ISBN-13: 978-1537313573
www.iirdem.org
Proceedings of ICTPRE-2016
ยฉIIRDEM 201671

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  • 1. CARRYING OUT SAFE EXPLORATION SHORT OF THE ACTUAL DATA OF CODES AND TRAPDOORS R.L.Pravallika M. Tech, II Year, CSE JNTUA College of Engineering Pulivendula, A.P., India Pravallikareddy.nl@gmail.com Smt.S.J.Saritha , M.Tech.,(Ph.D) Assistant Professor, Dept. of CSE JNT University Anantapur, A.P., India ABSTRACT: For privacy concerns, a safe and secure search over encoded cloud data has motivated several research works underneath the single owner model. However, most cloud servers used don't simply serve one owner rather, they support multiple proprietors to talk about the advantages introduced by cloud computing. Ought to be fact, most cloud servers used don't simply serve one data owner rather, they frequently support multiple data proprietors to talk about the advantages introduced by cloud computing. Using the creation of cloud computing, it is more and more popular for data proprietors to delegate their data to public cloud servers while permitting data customers to retrieve this. data. Within this paper, we advise schemes to cope with Privacy protecting Rated Multi-keyword Search inside a Multi-owner model (PRMSM). To allow cloud servers to do secure search not understanding the particular data of both key phrases and trapdoors, we methodically create a novel secure search protocol. In addition, PRMSM supports efficient data user revocation. Extensive experiments on real-world datasets read the effectiveness and efficiency of PRMSM. To position looking results and preserve the privacy of relevance scores between key phrases and files, we advise a manuscript Additive Order and Privacy Protecting Function family. To avoid the attackers from eavesdropping secret keys and pretending to become legal data customers posting searches, we advise a manuscript dynamic secret key generation protocol along with a new data user authentication protocol. Keywords: Ranked keyword search, multiple owners, privacy preserving I.INTRODUCTION Businesses of dimensions can leverage the cloud to improve innovation and collaboration. Regardless of the abundant advantages of cloud computing, for privacy concerns, people and enterprise customers are unwilling to delegate their sensitive data, including emails, personal health records and government private files, towards the cloud [1]. Cloud computing is really a subversive technology that's altering the actual way it software and hardware are made and bought. As new of computing, cloud computing provides abundant benefits including quick access, decreased costs, quick deployment and versatile resource management, etc. It is because once sensitive data are outsourced to some remote cloud, the related data proprietors lose direct charge of these data. Cloud providers (CSPs) would promise to make sure ownersโ€™ data security using systems like virtualization and firewalls. However, these systems don't safeguard ownersโ€™ data privacy in the CSP itself, because the CSP offers full charge of cloud hardware, software, and ownersโ€™ data. File encryption on sensitive data before outsourcing can preserve data privacy against CSP. However, data file encryption helps make the traditional data utilization service-based on plaintext keyword search a really challenging problem [2]. An insignificant fix for your problem would be to download all of the encoded data and decrypt them in your area. However, this process is clearly not practical since it may cause a lot of communication overhead. Therefore, creating a secure search service over encoded cloud information is of vital importance. Secure search over encoded data has lately attracted the eye of numerous scientists. Ought to be fact, most cloud servers used don't simply serve one data owner rather, they frequently ISBN-13: 978-1537313573 www.iirdem.org Proceedings of ICTPRE-2016 ยฉIIRDEM 201667
  • 2. support multiple data proprietors to talk about the advantages introduced by cloud computing. To preserve their privacy, they'll secure their data using their secret keys. Within this scenario, just the approved organizations are capable of doing a safe and secure search over this encoded data led by multiple data proprietors. They propose the conception of searchable file encryption, that is a cryptographic primitive that allows customers to carry out a keyword-based explore an encoded dataset, just like on the plaintext dataset. This type of Personal Health Record discussing system, where multiple data proprietors are participating, are available at mymedwall.com. In comparison using the single-owner plan, creating a full-fledged multi-owner plan may have many new challenging problems. First, within the single owner plan, the information owner needs to stay online to create trapdoors for data customers. Within this paper, we advise PRMSM, a privacy protecting rated multi-keyword search protocol inside a multi-owner cloud model. To allow cloud servers to do secure search not understanding the particular worth of both key phrases and trapdoors, we methodically create a novel secure search protocol. Consequently, different data proprietors use different secrets of secure their files and key phrases. Authenticated data customers can issue a question not understanding secret keys of those different data proprietors. To position looking results and preserve the privacy of relevance scores between key phrases and files, we advise a brand new additive order and privacy protecting function family, which will help the cloud server, return probably the most relevant search engine results to data customers without revealing any sensitive information. In addition, when you want to revoke an information user, PRMSM ensures efficient data user revocation. Extensive experiments on real- world datasets read the effectiveness and efficiency in our suggested schemes. To avoid the attackers from eavesdropping secret keys and pretending to become legal data customers posting searches, we advise a manuscript dynamic secret key generation protocol along with a new data user authentication protocol. Consequently, attackers who steal the key and perform illegal searches could be easily detected. Fig.1. Data user authentication and dynamic secret key generation II. IMPLEMENTATION We introduce the dynamic key generation method and also the authentication protocol; we first introduce the format from the authentication data. Within our plan, the authentication process remains safe and secure through the dynamic secret key and also the historic information. Note the same as previous works, data user revocation within our plan need not re-secure increase considerable amounts of information stored around the cloud server [3]. We present a proper description for that target condition in this paper. We first define a method model along with a corresponding threat model. System Model Within our multi-owner and multi-user cloud computing model, four organizations are participating they're data proprietors, the cloud server, administration server, and knowledge customers. Threat Model Within our threat model, we assume the administration server is reliable. The executive server could be any reliable 3rd party, e.g., the Certificate Authority within the Public Key Infrastructure, the aggregation and distribution layer, and also the 3rd party auditor. Data proprietors and knowledge customers who passed the authentication from the administration server will also be reliable. To avoid attackers from pretending to become legal data customers carrying out searches and starting record attacks in line with the Google listing, data customers should be authenticated ISBN-13: 978-1537313573 www.iirdem.org Proceedings of ICTPRE-2016 ยฉIIRDEM 201668
  • 3. prior to the administration server encrypts trapdoors for data customers. Traditional authentication techniques frequently follow three steps [4]. We give a good example as one example of the primary concept of the consumer authentication protocol. Assume Alice really wants to be authenticated through the administration server, so she starts a discussion using the server. The server then authenticates the items in the conversation. When the contents are authenticated, both Alice and also the server will create the initial secret key based on the conversation contents. Following the initialization, to become authenticated effectively, Alice needs to supply the historic data of the conversations. When the authentication is effective, both Alice and also the administration server can change their secret keys according the items in the conversation. In this manner, the key keys keep altering dynamically not understanding the right historic data; an assailant cannot begin an effective conversation using the administration server. Numerous data proprietors are frequently involved with practical cloud programs. For privacy concerns, they'd hesitate to talk about secret keys with other people. Rather, they like to make use of their very own secret secrets of secure their sensitive data. When key phrases of various data proprietors are encoded with various secret keys, the approaching question is how you can locate different-key encoded key phrases among multiple data proprietors. Within this section, to allow secure, efficient and convenient searches over encoded cloud data possessed by multiple data proprietors, we methodically design schemes to offer the following three needs: First, different data proprietors use different secret secrets of secure their key phrases. Second, authenticated data customers can generate their trapdoors not understanding these secret keys. Third, upon receiving trapdoors, the cloud server will find the related key phrases from various data ownersโ€™ encoded key phrases not understanding the particular worth of key phrases or trapdoors. To position the relevance score while protecting its privacy, the suggested function should fulfill the following conditions. i) This function should preserve an order of information, because this helps the cloud server pick which file is much more highly relevant to a particular keyword, based on the encoded relevance scores. ii) This function shouldn't be revealed through the cloud server to ensure that cloud server could make evaluations on encoded relevance scores not understanding their actual values. iii) Different data proprietors must have different functions so that revealing the encoded worth of an information owner wouldn't result in the leakage of encoded values of other data proprietors [5]. We first elucidate a purchase and privacy protecting encoding plan. Only then do we illustrate an additive order protecting and privacy protecting encoding plan. Not the same as prior works, our schemes enable authenticated data customers to attain secure, convenient, and efficient searches over multiple data ownersโ€™ data. Within this paper, we explore the issue of secure multi-keyword look for multiple data proprietors and multiple data customers within the cloud computing atmosphere. To efficiently authenticate data customers and identify attackers who steal the key and perform illegal searches, we advise a manuscript dynamic secret key generation protocol along with a new data user authentication protocol. As our future work, on single hands, we'll think about the problem of secure fuzzy keyword search inside a multi-owner paradigm. However, we intend to implement our plan around the commercial clouds. To allow the cloud server to do secure search among multiple ownersโ€™ data encoded with various secret keys, we methodically create a novel secure search protocol. To position looking results and preserve the privacy of relevance scores between key phrases and files, we advise a manuscript Additive Order and Privacy Protecting Function family. Furthermore, we reveal that our approach is computationally efficient, for large data and keyword sets. III. CONCLUSION Not the same as prior works, our schemes enable authenticated data customers to attain secure, convenient, and efficient searches over multiple data ownersโ€™ data. Within this paper, we explore the issue of secure multi-keyword look for multiple data ISBN-13: 978-1537313573 www.iirdem.org Proceedings of ICTPRE-2016 ยฉIIRDEM 201669
  • 4. proprietors and multiple data customers within the cloud computing atmosphere. To efficiently authenticate data customers and identify attackers who steal the key and perform illegal searches, we advise a manuscript dynamic secret key generation protocol along with a new data user authentication protocol. As our future work, on single hands, we'll think about the problem of secure fuzzy keyword search inside a multi-owner paradigm. However, we intend to implement our plan around the commercial clouds. To allow the cloud server to do secure search among multiple ownersโ€™ data encoded with various secret keys, we methodically create a novel secure search protocol. To position looking results and preserve the privacy of relevance scores between key phrases and files, we advise a manuscript Additive Order and Privacy Protecting Function family. Furthermore, we reveal that our approach is computationally efficient, for large data and keyword sets. REFERENCES [1] D. Boneh and M. Franklin, โ€œIdentity-based encryption from the weil pairing,โ€ SIAM Journal on Computing, vol. 32, no. 3, pp. 586โ€“615, 2003. [2] D. B. et al., โ€œPublic key encryption with keyword search secure against keyword guessing attacks without random oracle,โ€ EUROCRYPT, vol. 43, pp. 506โ€“522, 2004. [3] M. Chuah and W. Hu, โ€œPrivacy-aware bedtree based solution for fuzzy multi-keyword search over encrypted data,โ€ in Proc. IEEE 31th International Conference on Distributed Computing Systems (ICDCSโ€™11), Minneapolis, MN, Jun. 2011, pp. 383โ€“392. [4] R. Agrawal, J. Kiernan, R. Srikant, and Y. Xu, โ€œOrder preserving encryption for numeric data,โ€ in Proc. ACM SIGMODโ€™04, Paris, France, Jun. 2004, pp. 563โ€“57 [5]M.Armbrust,A.Fox,R.Griffith,A.D.Joseph,R.Katz,A.Konwinski,G.Lee,D.PatterSon,A.Rabkin,I.Stoica, and M.Zaharia, view of cloud computing,โ€communication of the ACM,vol.53,no.4,pp.50-58,2010. [7] C.Wang, S.S.Chow, Q.Wang, K.Ren, and W.Lou,โ€privacy preserving public auditing for secure cloud storage,โ€computers,IEEE Transactions on vol.62,no.2,pp.362-375,2013. [8] D.Song, D.Wagner,and A, โ€œPractical techniques for searches on encrypted data,โ€ in Proc. IEEE International Sym- posium on Security and Privacy (S&Pโ€™00), Nagoya, Japan, Jan.2000, pp. 44โ€“55 [9] E. Goh. (2003) Secure indexes. [Online]. Available: http://eprint.iacr.org/ [10] R. Curtmola, J. Garay, S. Kamara, and R. Ostrovsky, โ€œSearch-able symmetric encryption: improved definitions and efficient constructions,โ€ in Proc. ACM CCSโ€™06, VA, USA, Oct. 2006, pp.77-88 ISBN-13: 978-1537313573 www.iirdem.org Proceedings of ICTPRE-2016 ยฉIIRDEM 201670
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