Skip to main content
Erschienen in: Soft Computing 8/2019

27.02.2019 | Focus

Medical big data analysis: preserving security and privacy with hybrid cloud technology

verfasst von: E. Shanmugapriya, R. Kavitha

Erschienen in: Soft Computing | Ausgabe 8/2019

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Globally, a big data analytics is a significant technology which is employed in various business areas including welfare medical field. The ultimate objective of proposed work has been given a secure healthcare private data in the cloud by using fog computing technology. Additionally, a tri-party one-round authenticated key-agreement protocol can be modeled based on bilinear pairing cryptography that can generate a session key among participants and communicate securely. Finally, private healthcare data are accessed and stored securely via implementation process of using decoy technique. In decoy files, when an attacker is detected accessing the system data, proposed method offers, decoy files are retrieved from starting to ensure data security. Moreover, furnishing double security by encrypting the original file when attacker recognizes attacker and him/her dealing with decoy gallery; they must figure out how to decode original gallery data. Hence, it is able to provide and ensures that patients MBD are 100% secure and shortens the process. There is no need to afraid about if the user is an attacker, since it provides decoy big data gallery to any user while keeping original data hidden, only made available to a legitimate authenticated user by successful verification.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literatur
Zurück zum Zitat Abouelmehdi K, Beni-Hessane A, Khaloufi H (2018) Big healthcare data: preserving security and privacy. J Big Data 5:1CrossRef Abouelmehdi K, Beni-Hessane A, Khaloufi H (2018) Big healthcare data: preserving security and privacy. J Big Data 5:1CrossRef
Zurück zum Zitat Abouulmehdi K, Beni-HSSane A, Khaloufi H, Saadi M (2017) Big data security and privacy in healthcare: a review. Procedia Comput Sci 113:73–80CrossRef Abouulmehdi K, Beni-HSSane A, Khaloufi H, Saadi M (2017) Big data security and privacy in healthcare: a review. Procedia Comput Sci 113:73–80CrossRef
Zurück zum Zitat Anying L, Ke C, He S, Yu L (2014) The industry data analysis processing model design-the regional health disease trend analysis model. IEEE. ISBN: 978-1-4799-6621-9/14 Anying L, Ke C, He S, Yu L (2014) The industry data analysis processing model design-the regional health disease trend analysis model. IEEE. ISBN: 978-1-4799-6621-9/14
Zurück zum Zitat Archenaa J, Anita EAM (2015) A survey of big data analytics in healthcare and government. Procedia Comput Sci 50:408–413CrossRef Archenaa J, Anita EAM (2015) A survey of big data analytics in healthcare and government. Procedia Comput Sci 50:408–413CrossRef
Zurück zum Zitat Balachandran BM, Prasad S (2017) Challenges and benefits of deploying big data analytics in the cloud for business intelligence. Procedia Comput Sci 112:1112–1122CrossRef Balachandran BM, Prasad S (2017) Challenges and benefits of deploying big data analytics in the cloud for business intelligence. Procedia Comput Sci 112:1112–1122CrossRef
Zurück zum Zitat Belle A, Thiagarajan R, Reza Soroushmehr SM, Navidi F, Beard DA, Najarian K (2015) Big data analytics in healthcare. Hindawi, CairoCrossRef Belle A, Thiagarajan R, Reza Soroushmehr SM, Navidi F, Beard DA, Najarian K (2015) Big data analytics in healthcare. Hindawi, CairoCrossRef
Zurück zum Zitat Bertoni G, Breveglieri L, Fragneto P, Pelosi G (2016) Parallel hardware architectures for the cryptographic Tate pairing. IEEE. ISBN: 0-7695-2497-4/06 Bertoni G, Breveglieri L, Fragneto P, Pelosi G (2016) Parallel hardware architectures for the cryptographic Tate pairing. IEEE. ISBN: 0-7695-2497-4/06
Zurück zum Zitat Guo F, Mu Y, Susilo W, Hsing H, Wong DS (2017) Optimized identity-based encryption from bilinear pairing for lightweight devices. IEEE, vol 14 Guo F, Mu Y, Susilo W, Hsing H, Wong DS (2017) Optimized identity-based encryption from bilinear pairing for lightweight devices. IEEE, vol 14
Zurück zum Zitat Hafizul Islama SK, Biswasb GP (2014) An improved pairing-free identity-based authenticated key agreement protocol based on ECC. Elsevier, Amsterdam Hafizul Islama SK, Biswasb GP (2014) An improved pairing-free identity-based authenticated key agreement protocol based on ECC. Elsevier, Amsterdam
Zurück zum Zitat Hamrioui S, De la Torre Diez I, Zapirain BG, Saleem K, Rodrigues JPC (2017) A systematic review of security mechanisms for big data in health and new alternatives for hospitals. Hindawi, CairoCrossRef Hamrioui S, De la Torre Diez I, Zapirain BG, Saleem K, Rodrigues JPC (2017) A systematic review of security mechanisms for big data in health and new alternatives for hospitals. Hindawi, CairoCrossRef
Zurück zum Zitat Kim YH, Huh EN (2017) Towards the design of a system and a workflow model for medical big data processing in the hybrid cloud. IEEE. ISBN: 978-1-5386-1956-8 Kim YH, Huh EN (2017) Towards the design of a system and a workflow model for medical big data processing in the hybrid cloud. IEEE. ISBN: 978-1-5386-1956-8
Zurück zum Zitat Kim IT, Park C, Hwang SO, Park C-M (2014) Implementation of bilinear pairings over elliptic curves with embedding degree 24. Springer, Berlin, pp 37–43 Kim IT, Park C, Hwang SO, Park C-M (2014) Implementation of bilinear pairings over elliptic curves with embedding degree 24. Springer, Berlin, pp 37–43
Zurück zum Zitat Kumar S, Dinesh MS, Viswanathan S, Ramachandran G, Bussa N, Geetha M (2017) Cloud based big data platform for image analytics. IEEE. ISBN: 978-1-5386-2450-0/17 Kumar S, Dinesh MS, Viswanathan S, Ramachandran G, Bussa N, Geetha M (2017) Cloud based big data platform for image analytics. IEEE. ISBN: 978-1-5386-2450-0/17
Zurück zum Zitat Ma X, Wang Z, Zhou S, Wen H, Zhang Y (2018) Intelligent healthcare systems assisted by data analytics and mobile computing. Hindawi, Cairo Ma X, Wang Z, Zhou S, Wen H, Zhang Y (2018) Intelligent healthcare systems assisted by data analytics and mobile computing. Hindawi, Cairo
Zurück zum Zitat Maria AR, Carlos V (2015) Cloud computing for big data from biomedical sensors monitoring, storage and analyze. IEEE Maria AR, Carlos V (2015) Cloud computing for big data from biomedical sensors monitoring, storage and analyze. IEEE
Zurück zum Zitat Mays C, Rice M, Ramsey B, Pecarina J, Mullins B (2017) Defending building automation systems using decoy networks, vol 512. Springer Mays C, Rice M, Ramsey B, Pecarina J, Mullins B (2017) Defending building automation systems using decoy networks, vol 512. Springer
Zurück zum Zitat Nilima Balode D, Gade Suraj A, Shinde Maya R, Kore KS (2017) The survey of optimized identity-based encryption from bilinear pairing. IEEE Nilima Balode D, Gade Suraj A, Shinde Maya R, Kore KS (2017) The survey of optimized identity-based encryption from bilinear pairing. IEEE
Zurück zum Zitat Okamoto T (2016) Cryptography based on bilinear maps. Springer, BerlinMATH Okamoto T (2016) Cryptography based on bilinear maps. Springer, BerlinMATH
Zurück zum Zitat Ren Y, Dong M, Niu Z, Du X (2017) Noninteractive verifiable outsourcing algorithm for bilinear pairing with improved checkability, vol 9. Hindawi, Cairo Ren Y, Dong M, Niu Z, Du X (2017) Noninteractive verifiable outsourcing algorithm for bilinear pairing with improved checkability, vol 9. Hindawi, Cairo
Zurück zum Zitat Sandhu R, Kaur N, Sood SK, Buyya R (2018) TDRM: tensor-based data representation and mining for healthcare data in cloud computing environments. J Supercomput 74:592–614CrossRef Sandhu R, Kaur N, Sood SK, Buyya R (2018) TDRM: tensor-based data representation and mining for healthcare data in cloud computing environments. J Supercomput 74:592–614CrossRef
Zurück zum Zitat Shah F, Li J, Ahmed Memon R, Shah F, Shah Y (2017) Broad big data domain via medical big data. IEEE. ISBN: 978-1-5386-1010-7/17 Shah F, Li J, Ahmed Memon R, Shah F, Shah Y (2017) Broad big data domain via medical big data. IEEE. ISBN: 978-1-5386-1010-7/17
Zurück zum Zitat Srivathsan M, Arjun KY (2015) Health monitoring system by prognotive computing using big data analytics. Procedia Comput Sci 50(2015):602–609CrossRef Srivathsan M, Arjun KY (2015) Health monitoring system by prognotive computing using big data analytics. Procedia Comput Sci 50(2015):602–609CrossRef
Zurück zum Zitat Thilakanathan D, Zhao Y, Chen S, Nepal S, Calvo RA, Pardo A (2014) Protecting and analyzing health care data on cloud. IEEE. ISBN: 978-1-4799-8055-7/14 Thilakanathan D, Zhao Y, Chen S, Nepal S, Calvo RA, Pardo A (2014) Protecting and analyzing health care data on cloud. IEEE. ISBN: 978-1-4799-8055-7/14
Zurück zum Zitat Unterluggauer T, Wenger E (2014) Practical attack on bilinear pairings to disclose the secrets of embedded devices. IEEE Unterluggauer T, Wenger E (2014) Practical attack on bilinear pairings to disclose the secrets of embedded devices. IEEE
Zurück zum Zitat Vargheese R (2014) Dynamic protection for critical health care systems using Cisco CWS. IEEE Vargheese R (2014) Dynamic protection for critical health care systems using Cisco CWS. IEEE
Zurück zum Zitat Weiwei F, Dongsheng Z, Songjun W (2015) A fast statistics and analysis solution of medical service big data. IEEE. ISBN: 978-1-4673-8302-8/15 Weiwei F, Dongsheng Z, Songjun W (2015) A fast statistics and analysis solution of medical service big data. IEEE. ISBN: 978-1-4673-8302-8/15
Zurück zum Zitat Yang T, Zhao Y (2017) Application of cloud computing in biomedicine big data analysis cloud computing in big data. IEEE Yang T, Zhao Y (2017) Application of cloud computing in biomedicine big data analysis cloud computing in big data. IEEE
Zurück zum Zitat Zhou C, Zhao Z, Zhou W, Mei Y (2017) Certificateless key-insulated generalized signcryption scheme without bilinear pairings, vol 17. Hindawi, Cairo Zhou C, Zhao Z, Zhou W, Mei Y (2017) Certificateless key-insulated generalized signcryption scheme without bilinear pairings, vol 17. Hindawi, Cairo
Metadaten
Titel
Medical big data analysis: preserving security and privacy with hybrid cloud technology
verfasst von
E. Shanmugapriya
R. Kavitha
Publikationsdatum
27.02.2019
Verlag
Springer Berlin Heidelberg
Erschienen in
Soft Computing / Ausgabe 8/2019
Print ISSN: 1432-7643
Elektronische ISSN: 1433-7479
DOI
https://doi.org/10.1007/s00500-019-03857-z

Weitere Artikel der Ausgabe 8/2019

Soft Computing 8/2019 Zur Ausgabe