Creation of public use files: lessons learned from the comparative effectiveness research public use files data pilot project

In this paper we describe lessons learned from the creation of Basic Stand Alone (BSA) Public Use Files (PUFs) for the Comparative Effectiveness Research Public Use Files Data Pilot Project (CER-PUF). CER-PUF is aimed at increasing access to the Centers for Medicare and Medicaid Services (CMS) Medicare claims datasets through PUFs that: do not require user fees and data use agreements, have been de-identified to assure the confidentiality of the beneficiaries and providers, and still provide substantial analytic utility to researchers. For this paper we define PUFs as datasets characterized by free and unrestricted access to any user. We derive lessons learned from five major project activities: (i) a review of the statistical and computer science literature on best practices in PUF creation, (ii) interviews with comparative effectiveness researchers to assess their data needs, (iii) case studies of PUF initiatives in the United States, (iv) interviews with stakeholders to identify the most salient issues regarding making microdata publicly available, and (v) the actual process of creating the Medicare claims data BSA PUFs

Cryptographic Primitives from Physical Variables

In this dissertation we explore a new paradigm emerging from the subtleties of cryptographic implementations and relating to theoretical aspects of cryptography. This new paradigm, namely physical variables (PVs), simply describes properties of physical objects designed to be identical but are not due to manufacturing variability. In the first part of this dissertation, we focus our attention on scenarios which require the unique identification of physical objects and we show how Gaussian PVs can be used to fulfill such a requirement. Using this framework we present and analyze a new technique for fingerprinting compact discs (CDs) using the manufacturing variability found in the length of the CDs\u27 lands and pits. Although the variability measured is on the order of 20 nm, the technique does not require the use of microscopes or any advanced equipment. Instead, the electrical signal produced by the photo-detector inside the CD reader will be sufficient to measure the desired variability. We thoroughly investigate the new technique by analyzing data collected from 100 identical CDs and show how to extract a unique fingerprint for each CD. In the second part, we shift our attention to physically parameterized functions (PPFs). Although all the constructions we provide are centered around delay-based physically unclonable functions (PUFs), we stress that the use of the term PUF could be misleading as most circuits labeled with the term PUF are in reality clonable on the protocol level. We argue that using a term like PPFs to describe functions parameterized by a PV is a more accurate description. Herein, we thoroughly analyze delay-PUFs and use a mathematical framework to construct two authentication protocols labeled PUF-HB and HB+PUF. Both these protocols merge the known HB authentication family with delay-based PUFs. The new protocols enjoy the security reduction put forth by the HB portion of the protocol and at the same time maintain a level of hardware security provided by the use of PUFs. We present a proof of concept implementation for HB+PUF which takes advantage of the PUF circuit in order to produce the random bits typically needed for an HB-based authentication scheme. The overall circuit is shown to occupy a few thousand gates. Finally, we present a new authentication protocol that uses 2-level PUF circuits and enables a security reduction which, unlike the previous two protocols, stems naturally from the usage of PVs

Design of hardware-based security solutions for interconnected systems

Among all the different research lines related to hardware security, there is a particular topic that strikingly attracts attention. That topic is the research regarding the so-called Physical Unclonable Functions (PUF). The PUFs, as can be seen throughout the Thesis, present the novel idea of connecting digital values uniquely to a physical entity, just as human biometrics does, but with electronic devices. This beautiful idea is not free of obstacles, and is the core of this Thesis. It is studied from different angles in order to better understand, in particular, SRAM PUFs, and to be able to integrate them into complex systems that expand their potential. During Chapter 1, the PUFs, their properties and their main characteristics are defined. In addition, the different types of PUFs, and their main applications in the field of security are also summarized. Once we know what a PUF is, and the types of them we can find, throughout Chapter 2 an exhaustive analysis of the SRAM PUFs is carried out, given the wide availability of SRAMs today in most electronic circuits (which dramatically reduces the cost of deploying any solution). An algorithm is proposed to improve the characteristics of SRAM PUFs, both to generate identifiers and to generate random numbers, simultaneously. The results of this Chapter demonstrates the feasibility of implementing the algorithm, so in the following Chapters it is explored its integration in both hardware and software systems. In Chapter 3 the hardware design and integration of the algorithm introduced in Chapter 2 is described. The design is presented together with some examples of use that demonstrate the possible practical realizations in VLSI designs. In an analogous way, in Chapter 4 the software design and integration of the algorithm introduced in Chapter 2 is described. The design is presented together with some examples of use that demonstrate the possible practical realizations in low-power IoT devices. The algorithm is also described as part of a secure firmware update protocol that has been designed to be resistant to most current attacks, ensuring the integrity and trustworthiness of the updated firmware.In Chapter 5, following the integration of PUF-based solutions into protocols, PUFs are used as part of an authentication protocol that uses zero-knowledge proofs. The cryptographic protocol is a Lattice-based post-quantum protocol that guarantees the integrity and anonymity of the identity generated by the PUF. This type of architecture prevents any type of impersonation or virtual copy of the PUF, since this is unknown and never leaves the device. Specifically, this type of design has been carried out with the aim of having traceability of identities without ever knowing the identity behind, which is very interesting for blockchain technologies. Finally, in Chapter 6 a new type of PUF, named as BPUF (Behavioral and Physical Unclonable Function), is proposed and analyzed according to the definitions given in Chapter 1. This new type of PUF significantly changes the metrics and concepts to which we were used to in previous Chapters. A new multi-modal authentication protocol is presented in this Chapter, taking advantage of the challenge-response tuples of BPUFs. An example of BPUFs is illustrated with SRAMs. A proposal to integrate the BPUFs described in Chapter 6 into the protocol of Chapter 5, as well as the final remarks of the Thesis, can be found in Chapter 7