Functional encryption based approaches for practical privacy-preserving machine learning

Machine learning (ML) is increasingly being used in a wide variety of application domains. However, deploying ML solutions poses a significant challenge because of increasing privacy concerns, and requirements imposed by privacy-related regulations. To tackle serious privacy concerns in ML-based applications, significant recent research efforts have focused on developing privacy-preserving ML (PPML) approaches by integrating into ML pipeline existing anonymization mechanisms or emerging privacy protection approaches such as differential privacy, secure computation, and other architectural frameworks. While promising, existing secure computation based approaches, however, have significant computational efficiency issues and hence, are not practical. In this dissertation, we address several challenges related to PPML and propose practical secure computation based approaches to solve them. We consider both two-tier cloud-based and three-tier hybrid cloud-edge based PPML architectures and address both emerging deep learning models and federated learning approaches. The proposed approaches enable us to outsource data or update a locally trained model in a privacy-preserving manner by employing computation over encrypted datasets or local models. Our proposed secure computation solutions are based on functional encryption (FE) techniques. Evaluation of the proposed approaches shows that they are efficient and more practical than existing approaches, and provide strong privacy guarantees. We also address issues related to the trustworthiness of various entities within the proposed PPML infrastructures. This includes a third-party authority (TPA) which plays a critical role in the proposed FE-based PPML solutions, and cloud service providers. To ensure that such entities can be trusted, we propose a transparency and accountability framework using blockchain. We show that the proposed transparency framework is effective and guarantees security properties. Experimental evaluation shows that the proposed framework is efficient

Identity assurance in the UK: technical implementations and legal implications under the eIDAS regulation

The UK Government has been designing a new Electronic Identity Management (eIDM) system that, once rolled-out, will take over how citizens authenticate against online public services. This system, Gov.UK Verify, has been promoted as a state-of-the-art privacy-preserving system, tailored to meet the requirements of UK citizens and is the first eIDM interoperability in which the government does not act as an identity provider itself, delegating the provision of identity to competing third parties. According to the recently enacted EU eIDAS Regulation, member states can allow their citizens to transact with foreign services by notifying their national eID scheme. Once a scheme is notified, all other member states are obligated to incorporate it into their electronic identification procedures. The UK Government is contemplating at the moment whether it would be beneficial to notify. This article examines Gov.UK Verify 's compliance with the requirements set forth by the Regulation and the impact on privacy and data protection. It then explores potential interoperability issues with other national eID schemes, using the German nPA, an eIDM based on national identity cards, as a reference point. The article highlights areas of attention, should the UK decide to notify Gov.UK Verify. It also contributes to relevant literature of privacy-preserving eID management by offering policy and technical recommendations for compliance with the new Regulation and an evaluation of interoperability under eIDAS between systems of different architecture

Identity in eHealth - from the reality of physical identification to digital identification.

Mestrado em Informática MédicaMaster Programme in Medical Informatic

Authentication and Identity Management for the EPOS Project

The increase in the number of online services emphasizes the value of authentication and identity management that we, even without realizing, depend on. In EPOS this authentication and identity management are also crucial, by dealing and being responsible for large amounts of heterogeneous data in multiple formats and from various providers, that can be public or private. Controlling and identify the access to this data is the key. For this purpose, it is necessary to create a system capable of authenticating, authorizing, and account the usage of these services. While services in a development phase can have authentication and authorization modules directly implemented in them, this is not an option for legacy services that cannot be modified. This thesis regards the issue of providing secure and interoperable authentication and authorization framework, associated with correct identity management and an accounting module, stating the difficulties faced and how to be addressed. These issues are approached by implementing the proposed methods in one of the GNSS Data and Products TCS services, that will serve as a study case. While authentication mechanisms have improved constantly over the years, with the addition of multiple authentication factors, there is still not a clear and defined way of how authentication should be done. New security threats are always showing up, and authentication systems need to adapt and improve while maintaining a balance between security and usability. Our goal is, therefore, to propose a system that can provide a good user experience allied to security, which can be used in the TCS services or other web services facing similar problems.A importância da autenticação e gestão de identidades, de que dependemos inconscientemente, aumenta com o crescimento do número de serviços online ao nosso dispor. No EPOS, devido à disponibilização e gestão de dados heterogéneos de várias entidades, que podem ser públicas ou privadas, a existência de um sistema de autenticação e gestão de identidades é também crucial, em que o controlo e identificação do acesso a estes dados é a chave. Numa fase de desenvolvimento dos serviços, estes módulos de autenticação e autorização podem ser diretamente implementados e é possível existir uma adaptação do software aos mesmos. No entanto, há serviços já existentes, cujas alterações implicam mudanças de grande escala e uma reformulação de todo o sistema, e como tal não é exequível fazer alterações diretas aos mesmos. Esta dissertação aborda o desenvolvimento de um sistema de autenticação e autorização seguro e interoperável, associado a uma correta gestão de identidades e um módulo de controlo, identificando os problemas encontrados e propondo soluções para os mesmos. Este desenvolvimento é aplicado num dos serviços do TCS GNSS Data and Products e servirá como caso de estudo. Embora os mecanismos de autenticação tenham melhorado continuamente ao longo dos anos, com a adição de vários fatores de autenticação, ainda não existe um método único e claro de como a autenticação deve ser feita. Novas ameaças estão sempre a surgir e os sistemas atuais precisam de se adaptar e melhorar, mantendo um equilíbrio entre segurança e usabilidade. O nosso objetivo é propor um sistema que possa aliar a segurança a uma boa experiência para o utilizador, e que possa ser utilizado não só nos serviços do TCS, mas também em outros serviços web que enfrentem problemas semelhantes

Federated identity architecture of the european eID system

Federated identity management is a method that facilitates management of identity processes and policies among the collaborating entities without a centralized control. Nowadays, there are many federated identity solutions, however, most of them covers different aspects of the identification problem, solving in some cases specific problems. Thus, none of these initiatives has consolidated as a unique solution and surely it will remain like that in a near future. To assist users choosing a possible solution, we analyze different federated identify approaches, showing main features, and making a comparative study among them. The former problem is even worst when multiple organizations or countries already have legacy eID systems, as it is the case of Europe. In this paper, we also present the European eID solution, a purely federated identity system that aims to serve almost 500 million people and that could be extended in midterm also to eID companies. The system is now being deployed at the EU level and we present the basic architecture and evaluate its performance and scalability, showing that the solution is feasible from the point of view of performance while keeping security constrains in mind. The results show a good performance of the solution in local, organizational, and remote environments

Security, privacy and trust of user-centric solutions

International audienc

Cloud technology options towards Free Flow of Data

This whitepaper collects the technology solutions that the projects in the Data Protection, Security and Privacy Cluster propose to address the challenges raised by the working areas of the Free Flow of Data initiative. The document describes the technologies, methodologies, models, and tools researched and developed by the clustered projects mapped to the ten areas of work of the Free Flow of Data initiative. The aim is to facilitate the identification of the state-of-the-art of technology options towards solving the data security and privacy challenges posed by the Free Flow of Data initiative in Europe. The document gives reference to the Cluster, the individual projects and the technologies produced by them

Electronic identity services as sociotechnical and political-economic constructs

Electronic identification services (eIDs) have become strategic services in the global governance of online societies. In this article, we argue that eIDs are sociotechnical constructs that also have political-economic dimensions. In the European context, governmental and corporate efforts to develop eIDs are shaped by legal EU frameworks, which are almost exclusively focussed on technical and legal interoperability, such as the European Interoperability Framework (EIF) and the European Interoperability Reference Architecture (EIRA). Public concerns such as privacy, security, user empowerment and control over one’s personal information prompts developers to propose a decentralized, attribute-based system governed on a nonprofit, nonstate basis (DAN-eID). To illustrate our argument, we explore a single emerging eID system (IRMA; acronym for I Reveal My Attributes) that is developing in a national context (The Netherlands). We argue that developing eIDs requires more than engineering ingenuity and legal compliance; as sociotechnical and political-economic constructs, they involve negotiation of conflicting social and political values