Privacy Preservation of Genomic and Medical Data - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Privacy Preservation of Genomic and Medical Data write by Amit Kumar Tyagi. This book was released on 2024-01-04. Privacy Preservation of Genomic and Medical Data available in PDF, EPUB and Kindle. PRIVACY PRESERVATION of GENOMIC and MEDICAL DATA Discusses topics concerning the privacy preservation of genomic data in the digital era, including data security, data standards, and privacy laws so that researchers in biomedical informatics, computer privacy and ELSI can assess the latest advances in privacy-preserving techniques for the protection of human genomic data. Privacy Preservation of Genomic and Medical Data focuses on genomic data sources, analytical tools, and the importance of privacy preservation. Topics discussed include tensor flow and Bio-Weka, privacy laws, HIPAA, and other emerging technologies like Internet of Things, IoT-based cloud environments, cloud computing, edge computing, and blockchain technology for smart applications. The book starts with an introduction to genomes, genomics, genetics, transcriptomes, proteomes, and other basic concepts of modern molecular biology. DNA sequencing methodology, DNA-binding proteins, and other related terms concerning genomes and genetics, and the privacy issues are discussed in detail. The book also focuses on genomic data sources, analyzing tools, and the importance of privacy preservation. It concludes with future predictions for genomic and genomic privacy, emerging technologies, and applications. Audience Researchers in information technology, data mining, health informatics and health technologies, clinical informatics, bioinformatics, security and privacy in healthcare, as well as health policy developers in public and private health departments and public health.
Privacy Preservation of Genomic and Medical Data
Privacy Preservation of Genomic and Medical Data - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Privacy Preservation of Genomic and Medical Data write by Amit Kumar Tyagi. This book was released on 2023-11-16. Privacy Preservation of Genomic and Medical Data available in PDF, EPUB and Kindle. PRIVACY PRESERVATION of GENOMIC and MEDICAL DATA Discusses topics concerning the privacy preservation of genomic data in the digital era, including data security, data standards, and privacy laws so that researchers in biomedical informatics, computer privacy and ELSI can assess the latest advances in privacy-preserving techniques for the protection of human genomic data. Privacy Preservation of Genomic and Medical Data focuses on genomic data sources, analytical tools, and the importance of privacy preservation. Topics discussed include tensor flow and Bio-Weka, privacy laws, HIPAA, and other emerging technologies like Internet of Things, IoT-based cloud environments, cloud computing, edge computing, and blockchain technology for smart applications. The book starts with an introduction to genomes, genomics, genetics, transcriptomes, proteomes, and other basic concepts of modern molecular biology. DNA sequencing methodology, DNA-binding proteins, and other related terms concerning genomes and genetics, and the privacy issues are discussed in detail. The book also focuses on genomic data sources, analyzing tools, and the importance of privacy preservation. It concludes with future predictions for genomic and genomic privacy, emerging technologies, and applications. Audience Researchers in information technology, data mining, health informatics and health technologies, clinical informatics, bioinformatics, security and privacy in healthcare, as well as health policy developers in public and private health departments and public health.
Privacy-preserving Genomic Data Publishing Via Differential Privacy
Privacy-preserving Genomic Data Publishing Via Differential Privacy - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Privacy-preserving Genomic Data Publishing Via Differential Privacy write by Tanya Khatri. This book was released on 2018. Privacy-preserving Genomic Data Publishing Via Differential Privacy available in PDF, EPUB and Kindle. "Privacy-preserving data publishing is a mechanism for sharing data while ensuring the privacy of individuals is preserved in the published data and utility is maintained for data mining and analysis. There is a huge need for sharing genomic data to advance medical and health research. However, since genomic data is highly sensitive and the ultimate identifier, it is a big challenge to publish genomic data while protecting the privacy of individuals in the data. In this thesis, we address the aforementioned challenge by presenting an approach for privacy-preserving genomic data publishing via differentially-private suffix tree. The proposed algorithm uses a top-down approach and utilizes Laplace mechanism to divide the raw genomic data into disjoint partitions, and then normalize the partitioning structure to ensure consistency and maintain utility. The output of our algorithm is a differentially-private suffix tree, a data structure most suitable for efficient search on genomic data. We experiment on real-life genomic data obtained from the Human Genome Privacy Challenge project, and we show that our approach is efficient, scalable, and achieves high utility with respect to genomic sequence matching count queries."--Boise State University ScholarWorks.
Privacy, Confidentiality, and Health Research
Privacy, Confidentiality, and Health Research - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Privacy, Confidentiality, and Health Research write by William W. Lowrance. This book was released on 2012-06-21. Privacy, Confidentiality, and Health Research available in PDF, EPUB and Kindle. The potential of the e-health revolution, increased data sharing, database linking, biobanks and new techniques such as geolocation and genomics to advance human health is immense. For the full potential to be realized, though, privacy and confidentiality will have to be dealt with carefully. Problematically, many conventional approaches to such pivotal matters as consent, identifiability, and safeguarding and security are inadequate. In many places, research is impeded by an overgrown thicket of laws, regulations, guidance and governance. The challenges are being heightened by the increasing use of biospecimens, and by the globalization of research in a world that has not globalized privacy protection. Drawing on examples from many developed countries and legal jurisdictions, the book critiques the issues, summarizes various ethics, policy, and legal positions (and revisions underway), describes innovative solutions, provides extensive references and suggests ways forward.
Privacy-Enhancing Technologies for Medical and Genomic Data: From Theory to Practice
Privacy-Enhancing Technologies for Medical and Genomic Data: From Theory to Practice - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Privacy-Enhancing Technologies for Medical and Genomic Data: From Theory to Practice write by Jean Louis Raisaro. This book was released on 2018. Privacy-Enhancing Technologies for Medical and Genomic Data: From Theory to Practice available in PDF, EPUB and Kindle. Mots-clés de l'auteur: genomic privacy ; medical data protection ; genetic testing ; inference attacks ; homomorphic encryption ; property-preserving encryption ; differential privacy ; re-identification ; data sharing ; privacy-enhancing technologies.
