Essays about: "data anonymization"

Showing result 1 - 5 of 30 essays containing the words data anonymization.

  1. 1. Evaluating Membership Inference Attacks on Synthetic Data Generated With Formal Privacy Guarantees

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Elliot Beskow; Erik Lindé; [2023]
    Keywords : ;

    Abstract : Synthetic data generation using generative machine learning has been increasinglypublicized as a new tool for data anonymization. It promises to offer privacy whilemaintaining the statistical properties of the original dataset. This study focuses on the riskswith synthetic data by looking mainly at two aspects: privacy and utility. READ MORE

  3. 2. E-Health data risks & protection for public cloud : An elderly healthcare usecase for Swedish municipality

    University essay from

    Author : Deepak Dhyani; [2023]
    Keywords : Data Protection; Data Privacy Risks; Public Cloud Data Protection;

    Abstract : Organizations are increasingly adopting the cloud to meet their business goals more cost-effectively. Cloud benefits like scalability, broad access, high availability, and cost-effectiveness provide a great incentive for organizations to move their applications to the cloud. READ MORE

  4. 3. Anonymization of Sensitive Data through Cryptography

    University essay from Linnéuniversitetet/Institutionen för datavetenskap och medieteknik (DM)

    Author : Isac Holm; Johan Dahl; [2023]
    Keywords : Cryptography; Encryption; Decryption; AES; Camellia; Anonymization; Sensitive Data;

    Abstract : In today's interconnected digital landscape, the protection of sensitive information is of great importance. As a result, the field of cryptography plays a vital role in ensuring individuals' anonymity and data integrity. READ MORE

  5. 4. Data mining in healthcare : A security and privacy perspective

    University essay from Linnéuniversitetet/Institutionen för datavetenskap och medieteknik (DM)

    Author : Sara Vimark; [2023]
    Keywords : data mining; healthcare; security; privacy;

    Abstract : Data mining has become an essential tool in various domains, including healthcare, for finding patterns and relationships in large datasets to solve business issues. However, given the sensitivity of healthcare data, safeguarding confidentiality and privacy to protect patient information is highly prioritized. READ MORE

  6. 5. Application of anonymization techniques (k-anonymity, generalization, and suppression) on an employee database: Use case – Swedish municipality

    University essay from Luleå tekniska universitet/Institutionen för system- och rymdteknik

    Author : Babatunde Oyedele; [2023]
    Keywords : anonymization; anonymization techniques; k-anonymity; generalization; suppression; ARX tool;

    Abstract : This thesis explores data anonymization techniques within the context of a Swedish municipality with a focus on safeguarding data privacy, enhancement of decision-making, and assessing re-identification risks. The investigation, grounded in a literature review and an experimental study, employed the ARX anonymization tool on a sample municipality employee database. READ MORE