메뉴 건너뛰기




Volumn 79, Issue , 2018, Pages 16-25

PPDP: An efficient and privacy-preserving disease prediction scheme in cloud-based e-Healthcare system

Author keywords

Cloud computing; Disease prediction; Privacy preserving; Single Layer Perceptron

Indexed keywords

CLOUD COMPUTING; CRYPTOGRAPHY; DATA MINING; DATA PRIVACY; FORECASTING; LEARNING ALGORITHMS; SECURITY OF DATA;

EID: 85029543737     PISSN: 0167739X     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.future.2017.09.002     Document Type: Article
Times cited : (125)

References (34)
  • 1
    • 85029496317 scopus 로고    scopus 로고
    • Healthcare needs moonshots. This is what a digital one looks like,, [Online]. Available:.
    • Healthcare needs moonshots. This is what a digital one looks like, 2016. [Online]. Available: http://newsroom.gehealthcare.com/healthcare-needs-moonshots-this-is-what-a-digital-one-looks-like/.
    • (2016)
  • 2
    • 84872006849 scopus 로고    scopus 로고
    • Securing personal health records in cloud computing: patient-centric and fine-grained data access control in multi-owner settings
    • M. Li, S. Yu, K. Ren, W. Lou, Securing personal health records in cloud computing: patient-centric and fine-grained data access control in multi-owner settings, in: International Conference on Security and Privacy in Communication Systems, 2010, pp. 89–106.
    • (2010) International Conference on Security and Privacy in Communication Systems , pp. 89-106
    • Li, M.1    Yu, S.2    Ren, K.3    Lou, W.4
  • 3
    • 84963815241 scopus 로고    scopus 로고
    • Privacy-preserving patient-centric clinical decision support system on naive Bayesian classification
    • Liu, X., Lu, R., Ma, J., Chen, L., Qin, B., Privacy-preserving patient-centric clinical decision support system on naive Bayesian classification. IEEE J. Biomed. Health Inform. 20:2 (2016), 655–668.
    • (2016) IEEE J. Biomed. Health Inform. , vol.20 , Issue.2 , pp. 655-668
    • Liu, X.1    Lu, R.2    Ma, J.3    Chen, L.4    Qin, B.5
  • 4
    • 84905174579 scopus 로고    scopus 로고
    • Private predictive analysis on encrypted medical data
    • Bos, J.W., Lauter, K., Naehrig, M., Private predictive analysis on encrypted medical data. J. Biomed. Inform. 50 (2014), 234–243.
    • (2014) J. Biomed. Inform. , vol.50 , pp. 234-243
    • Bos, J.W.1    Lauter, K.2    Naehrig, M.3
  • 6
    • 84959864390 scopus 로고    scopus 로고
    • HEALER: Homomorphic computation of ExAct Logistic rEgRession for secure rare disease variants analysis in GWAS
    • Wang, S., Zhang, Y., Dai, W., Lauter, K., Kim, M., Tang, Y., Xiong, H., Jiang, X., HEALER: Homomorphic computation of ExAct Logistic rEgRession for secure rare disease variants analysis in GWAS. Bioinformatics 32:2 (2016), 211–218.
    • (2016) Bioinformatics , vol.32 , Issue.2 , pp. 211-218
    • Wang, S.1    Zhang, Y.2    Dai, W.3    Lauter, K.4    Kim, M.5    Tang, Y.6    Xiong, H.7    Jiang, X.8
  • 7
    • 34047114775 scopus 로고    scopus 로고
    • Multiclass support vector machines for EEG-signals classification
    • Fuler, I., Uberli, E.D., Multiclass support vector machines for EEG-signals classification. IEEE Trans. Inform. Technol. Biomed. 11:2 (2007), 117–126.
    • (2007) IEEE Trans. Inform. Technol. Biomed. , vol.11 , Issue.2 , pp. 117-126
    • Fuler, I.1    Uberli, E.D.2
  • 8
    • 21444454271 scopus 로고    scopus 로고
    • A support vectors classifier approach to predicting the risk of progression of adolescent idiopathic scoliosis
    • Ajemba, P., Ramirez, L., Durdle, N., Hill, D., Raso, V., A support vectors classifier approach to predicting the risk of progression of adolescent idiopathic scoliosis. IEEE Trans. Inform. Technol. Biomed. 9:2 (2005), 276–282.
    • (2005) IEEE Trans. Inform. Technol. Biomed. , vol.9 , Issue.2 , pp. 276-282
    • Ajemba, P.1    Ramirez, L.2    Durdle, N.3    Hill, D.4    Raso, V.5
  • 9
    • 34248210562 scopus 로고    scopus 로고
    • PancPRO: risk assessment for individuals with a family history of pancreatic cancer
    • Wang, W., Chen, S., Brune, K.A., Hruban, R.H., Parmigiani, G., Klein, A.P., PancPRO: risk assessment for individuals with a family history of pancreatic cancer. J. Clin. Oncol. 25:11 (2007), 1417–1422.
    • (2007) J. Clin. Oncol. , vol.25 , Issue.11 , pp. 1417-1422
    • Wang, W.1    Chen, S.2    Brune, K.A.3    Hruban, R.H.4    Parmigiani, G.5    Klein, A.P.6
  • 10
    • 77954597013 scopus 로고    scopus 로고
    • Intelligible support vector machines for diagnosis of diabetes mellitus
    • Barakat, M.N.H., Bradley, A.P., Intelligible support vector machines for diagnosis of diabetes mellitus. IEEE Trans. Inform. Technol. Biomed. 14:4 (2010), 1114–1120.
    • (2010) IEEE Trans. Inform. Technol. Biomed. , vol.14 , Issue.4 , pp. 1114-1120
    • Barakat, M.N.H.1    Bradley, A.P.2
  • 11
    • 34248585875 scopus 로고    scopus 로고
    • Prediction model building and feature selection with support vector machines in breast cancer diagnosis
    • Huang, C.L., Chen, H.C., Chen, M.C., Prediction model building and feature selection with support vector machines in breast cancer diagnosis. Expert Syst. Appl. 34:1 (2008), 578–587.
    • (2008) Expert Syst. Appl. , vol.34 , Issue.1 , pp. 578-587
    • Huang, C.L.1    Chen, H.C.2    Chen, M.C.3
  • 12
    • 84873183004 scopus 로고    scopus 로고
    • Clinical decision support system: Risk level prediction of heart disease using weighted fuzzy rules
    • Anooj, P.K., Clinical decision support system: Risk level prediction of heart disease using weighted fuzzy rules. J. King Saud Univ.-Comput. Inf. Sci. 24:1 (2012), 27–40.
    • (2012) J. King Saud Univ.-Comput. Inf. Sci. , vol.24 , Issue.1 , pp. 27-40
    • Anooj, P.K.1
  • 13
    • 84873734039 scopus 로고    scopus 로고
    • Prediction models for clustered data: comparison of a random intercept and standard regression model
    • Bouwmeester, W., Twisk, J.W.R., Kappen, T.H., et al. Prediction models for clustered data: comparison of a random intercept and standard regression model. BMC Med. Res. Methodol., 13(1), 2013, 19.
    • (2013) BMC Med. Res. Methodol. , vol.13 , Issue.1 , pp. 19
    • Bouwmeester, W.1    Twisk, J.W.R.2    Kappen, T.H.3
  • 14
    • 79953812679 scopus 로고    scopus 로고
    • A privacy-preserving framework for distributed clinical decision support
    • Computational Advances in Bio and Medical Sciences, ICCABS. 2011, pp. 129–134.
    • G. Mathew, Z. Obradovic, A privacy-preserving framework for distributed clinical decision support, in: Computational Advances in Bio and Medical Sciences, ICCABS. 2011, pp. 129–134.
    • Mathew, G.1    Obradovic, Z.2
  • 15
    • 84973647181 scopus 로고    scopus 로고
    • PSLP: Privacy-preserving single-layer perceptron learning for e-Healthcare
    • 10th International Conference on Information, Communications and Signal Processing, ICICS. 2015, pp. 1–5.
    • G. Wang, R. Lu, C. Huang, PSLP: Privacy-preserving single-layer perceptron learning for e-Healthcare, in: 10th International Conference on Information, Communications and Signal Processing, ICICS. 2015, pp. 1–5.
    • Wang, G.1    Lu, R.2    Huang, C.3
  • 16
    • 85019049096 scopus 로고    scopus 로고
    • Efficient and privacy-preserving online medical pre-diagnosis framework using nonlinear SVM
    • Zhu, H., Liu, X., Lu, R., Li, H., Efficient and privacy-preserving online medical pre-diagnosis framework using nonlinear SVM. IEEE J. Biomed. Health Inform., 2016.
    • (2016) IEEE J. Biomed. Health Inform.
    • Zhu, H.1    Liu, X.2    Lu, R.3    Li, H.4
  • 17
    • 84944685478 scopus 로고    scopus 로고
    • A lightweight encryption scheme combined with trust management for privacy-preserving in body sensor networks
    • Guo, P., Wang, J., Ji, S., Geng, X., Xiong, N., A lightweight encryption scheme combined with trust management for privacy-preserving in body sensor networks. J. Med. Syst. 39:12 (2015), 1–8.
    • (2015) J. Med. Syst. , vol.39 , Issue.12 , pp. 1-8
    • Guo, P.1    Wang, J.2    Ji, S.3    Geng, X.4    Xiong, N.5
  • 18
    • 84921672961 scopus 로고    scopus 로고
    • A fuzzy control theory and neural network based sensor network control system
    • International Conference on Intelligent Information Hiding and Multimedia Signal Processing 665, IH-MSP. 2014, pp. 831–834.
    • A. Wang, J. Liu, X. Wang, J. Wang, A fuzzy control theory and neural network based sensor network control system, in: International Conference on Intelligent Information Hiding and Multimedia Signal Processing 665, IH-MSP. 2014, pp. 831–834.
    • Wang, A.1    Liu, J.2    Wang, X.3    Wang, J.4
  • 21
    • 84951735921 scopus 로고    scopus 로고
    • CloudBI: Practical privacy-preserving outsourcing of biometric identification in the cloud
    • Q. Wang, S. Hu, K. Ren, CloudBI: Practical privacy-preserving outsourcing of biometric identification in the cloud, in: European Symposium on Research in Computer Security, 2015, pp. 186–205.
    • (2015) European Symposium on Research in Computer Security , pp. 186-205
    • Wang, Q.1    Hu, S.2    Ren, K.3
  • 22
    • 85029505252 scopus 로고    scopus 로고
    • Introduction to Cryptography Principles and Applications
    • H. Delfs, H. Knebl, Introduction to Cryptography Principles and Applications, 2002.
    • (2002)
    • Delfs, H.1    Knebl, H.2
  • 23
    • 33750293582 scopus 로고    scopus 로고
    • An attacker's view of distance preserving maps for privacy preserving data mining, in: European Conference on Principles of Data Mining and Knowledge Discovery, 2006, pp. 297–308.
    • K. Liu, C. Giannella, H. Kargupta, An attacker's view of distance preserving maps for privacy preserving data mining, in: European Conference on Principles of Data Mining and Knowledge Discovery, 2006, pp. 297–308.
    • Liu, K.1    Giannella, C.2    Kargupta, H.3
  • 24
    • 0033281425 scopus 로고    scopus 로고
    • Large margin classification using the perceptron algorithm
    • Freund, Y., Schapire, R.E., Large margin classification using the perceptron algorithm. Mach. Learn. 37:3 (1999), 277–296.
    • (1999) Mach. Learn. , vol.37 , Issue.3 , pp. 277-296
    • Freund, Y.1    Schapire, R.E.2
  • 25
    • 85029484365 scopus 로고    scopus 로고
    • UCI machine learning repository, 2013 [Online]. Available:
    • M. Lichman, UCI machine learning repository, 2013 [Online]. Available: http://archive.ics.uci.edu/ml.
    • Lichman, M.1
  • 26
    • 84893357415 scopus 로고    scopus 로고
    • Improved security for a ring based fully homomorphic encryption scheme
    • Springer Berlin, Heidelberg
    • Bos, J.W., Lauter, K., Loftus, J., Naehrig, M., Improved security for a ring based fully homomorphic encryption scheme. Cryptography and Coding, 2013, Springer, Berlin, Heidelberg, 45–64.
    • (2013) Cryptography and Coding , pp. 45-64
    • Bos, J.W.1    Lauter, K.2    Loftus, J.3    Naehrig, M.4
  • 27
    • 84963853667 scopus 로고    scopus 로고
    • Privacy preserving deep computation model on cloud for big data feature learning
    • Zhang, Q., Yang, L., Chen, Z., Privacy preserving deep computation model on cloud for big data feature learning. IEEE Trans. Comput. 65:5 (2016), 1351–1362.
    • (2016) IEEE Trans. Comput. , vol.65 , Issue.5 , pp. 1351-1362
    • Zhang, Q.1    Yang, L.2    Chen, Z.3
  • 28
    • 85029468979 scopus 로고    scopus 로고
    • Review on privacy preserving deep computation model on cloud for big data feature learning
    • ISSN (Online)
    • Kulkarni, V., Wagh, K., Review on privacy preserving deep computation model on cloud for big data feature learning. Int. J. Sci. Res. 12:5 (2016), 2319–7064 ISSN (Online).
    • (2016) Int. J. Sci. Res. , vol.12 , Issue.5 , pp. 2319-7064
    • Kulkarni, V.1    Wagh, K.2
  • 30
    • 84904421834 scopus 로고    scopus 로고
    • Privacy-preserving multi-keyword fuzzy search over encrypted data in the cloud, INFOCOM, 2014, pp. 2112–2120.
    • B. Wang, S. Yu, W. Lou, Y. Hou, Privacy-preserving multi-keyword fuzzy search over encrypted data in the cloud, INFOCOM, 2014, pp. 2112–2120.
    • Wang, B.1    Yu, S.2    Lou, W.3    Hou, Y.4
  • 31
    • 84926628839 scopus 로고    scopus 로고
    • k-Nearest neighbor classification over semantically secure encrypted relational data
    • Samanthula, B.K., Elmehdwi, Y., Jiang, W., k-Nearest neighbor classification over semantically secure encrypted relational data. IEEE Trans. Knowl. Data Eng. 27:5 (2015), 1261–1273.
    • (2015) IEEE Trans. Knowl. Data Eng. , vol.27 , Issue.5 , pp. 1261-1273
    • Samanthula, B.K.1    Elmehdwi, Y.2    Jiang, W.3
  • 32
    • 84883119889 scopus 로고    scopus 로고
    • Efficient privacy-preserving biometric identification in cloud computing, INFOCOM, 2013, pp. 2652–2660.
    • J. Yuan, S. Yu, Efficient privacy-preserving biometric identification in cloud computing, INFOCOM, 2013, pp. 2652–2660.
    • Yuan, J.1    Yu, S.2
  • 34
    • 85009774251 scopus 로고    scopus 로고
    • Collusion-resisting secure nearest neighbor query over encrypted data in cloud, revisited, Quality of Service, IWQoS, 2016 IEEE/ACM 24th International Symposium on, 2016, pp. 1–6.
    • Y. Zhu, Z. Wang, J. Wang, Collusion-resisting secure nearest neighbor query over encrypted data in cloud, revisited, Quality of Service, IWQoS, 2016 IEEE/ACM 24th International Symposium on, 2016, pp. 1–6.
    • Zhu, Y.1    Wang, Z.2    Wang, J.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.