03556nam 22007455 450 991049525190332120230807143415.0981-16-3750-410.1007/978-981-16-3750-6(CKB)4100000011990102(MiAaPQ)EBC6683159(Au-PeEL)EBL6683159(DE-He213)978-981-16-3750-6(PPN)260305464(EXLCZ)99410000001199010220210723d2021 u| 0engurcnu||||||||txtrdacontentcrdamediacrrdacarrierPersonalized Privacy Protection in Big Data /by Youyang Qu, Mohammad Reza Nosouhi, Lei Cui, Shui Yu1st ed. 2021.Singapore :Springer Nature Singapore :Imprint: Springer,2021.1 online resource (148 pages)Data Analytics,2520-1867981-16-3749-0 Chapter 1: Introduction -- Chapter 2: Current Methods of Privacy Protection -- Chapter 3: Privacy Attacks -- Chapter 4: Personalize Privacy Defense -- Chapter 5: Future Directions -- Chapter6: Summary and Outlook.This book presents the data privacy protection which has been extensively applied in our current era of big data. However, research into big data privacy is still in its infancy. Given the fact that existing protection methods can result in low data utility and unbalanced trade-offs, personalized privacy protection has become a rapidly expanding research topic. In this book, the authors explore emerging threats and existing privacy protection methods, and discuss in detail both the advantages and disadvantages of personalized privacy protection. Traditional methods, such as differential privacy and cryptography, are discussed using a comparative and intersectional approach, and are contrasted with emerging methods like federated learning and generative adversarial nets. The advances discussed cover various applications, e.g. cyber-physical systems, social networks, and location-based services. Given its scope, the book is of interest to scientists, policy-makers, researchers, and postgraduates alike.Data Analytics,2520-1867Data protection—Law and legislationQuantitative researchData miningArtificial intelligence—Data processingCoding theoryInformation theoryComputer securityPrivacyData Analysis and Big DataData Mining and Knowledge DiscoveryData ScienceCoding and Information TheoryPrinciples and Models of SecurityData protection—Law and legislation.Quantitative research.Data mining.Artificial intelligence—Data processing.Coding theory.Information theory.Computer security.Privacy.Data Analysis and Big Data.Data Mining and Knowledge Discovery.Data Science.Coding and Information Theory.Principles and Models of Security.005.8Qu Youyang853697MiAaPQMiAaPQMiAaPQBOOK9910495251903321Personalized privacy protection in big data2833915UNINA