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A Systematic Literature Review of Inference Strategies |
Authors |
Philip Woodall, Pearl Brereton |
Abstract |
Access controls are not sufficient to prevent the release of secret information from an information system unless they address the problem of inference. An inference strategy is a method by which a user can infer secret information using the information which they are allowed to access through the access control mechanism. The aim of this paper is to collate and categorise the set of inference strategies in the existing literature. The Systematic Literature Review (SLR) methodology is used to identify and categorise known inference strategies. The SLR search found 63 sources, and 127 inference strategies were extracted from these sources, which have been categorised into 11 different categories. Recording the inference strategy processes has abstracted the detail which ties inference strategies to an information system. Using this abstraction, it should be feasible to determine the level of inference protection offered by information systems. |
Keywords |
Inference, Inference Problem, Inference Categorisation, Inferring Information, Aggregation, Data Security, Information System Security, Information Security, Access Control, Systematic Literature Review, Systematic Review, SLR. |
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A Unified Index Structure for Efficient Enforcement of
Spatiotemporal Authorizations |
Authors |
Vijayalakshmi Atluri, Qi Guo, Heechang Shin,
and Jaideep Vaidya |
Abstract |
Access control is crucial to the safe keeping of critical data. However, enforcing
it often incurs overhead and degrades performance. The problem is further
exacerbated for spatiotemporal data. In this paper, we consider a specific class of
spatiotemporal data, viz. geospatial data, where data objects have both geospatial
and temporal attributes. Uncontrolled dissemination of geospatial data may have
grave implications on national security and personal privacy. Geospatial data can
be considered sensitive based on several attributes such as the location (characterized
by longitude and latitude), resolution, and the time of capture, among
others. As such, authorizations associated with this data also possess spatial and
temporal attributes. Moreover, these authorizations are typically specified based
on user (or subject) credentials which themselves are based on spatial and temporal
attributes. Processing a user access request requires: (i) searching for the
desired object(s) from the spatiotemporal object database, and (ii) checking if
there exist authorizations in the authorization base that permit the user to access
the requested data objects. Since both the data objects and authorizations are spatiotemporal
in nature, for efficient processing of access requests, it is essential
that they both be organized using some index structures. As a result, processing
an access request requires searching two indexes - the object index and the
authorization index.
The main contribution of this paper is to improve the response time of access
requests, by proposing a unified index structure called *-tree, a Spatio Temporal
Authorization-driven R-tree, that is capable of indexing both spatiotemporal objects
and authorizations in a single index structure. While the *-tree is not tied
to a specific authorization model, for ease of exposition, we simply adopt an existing
authorization model, called GSAM, and develop the index structure for it.
*-tree is an extension of R-tree that indexes objects based on their resolutions
as well as on their spatial and temporal attributes, and overlays spatiotemporal
authorizations on the nodes of the tree. As a result of the unified index, access
requests can be processed in one pass, thereby improving the response time of
accesses. The layered authorizations are organized using a B+-tree. We show
how the *-tree can be constructed and maintained, provide algorithms to process
access requests, and present performance evaluation results that demonstrate a
significant improvement in performance. Since objects are organized based on
their resolutions, *-tree enjoys significant gain in performance even when there
are no authorizations present. As such, it serves as an efficient index even for
simply organizing multi-resolution objects. |
Keywords |
Unified Index; Geospatial Image; Geospatial Access Control; Spatiotemporal
Authorizations. |
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A Graph Theoretic Approach to Sustainable Steganography |
Authors |
Vinay Kumar, Sunil Kumar Muttoo |
Abstract |
An algorithm based on graph-theoretic approach is introduced in this paper. A bipartite graph is created from message and cover object. Message M is broken into units of x (= 2, 4, or 8) bits long. For each x, a matching with m number of such x bits from cover file is determined using the bipartite graph. Wherever a matching for a node in left side is found with a node in right side then this part of the message is treated as either naturally or cross embedded in that port of the cover. Nodes in left side correspond to bits in message and those in right side correspond to group of bits in cover. The matching relationship is then embedded in the extra bytes of cover, fully utilizing the available redundancy or alternatively the sequence of indices is compressed and sent through separate channel. The algorithm achieves almost 100% matching for message elements in cover elements. The embedding algorithm has been put through mathematical and statistical test to ensure that it not only retains visual similarity in stego with cover file but also leaves other statistics of cover undistorted after embedding. Therefore it achieves sustainability. In this paper, we have taken BMP file to implement the algorithm. |
Keywords |
Extra bytes, graph theoretic approach, steganography, information hiding, sustainable embedding, natural embedding, partial embedding, cross embedding, explicit embedding. |
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Bandwidth efficient asymmetric fingerprinting based on
1-out-of-2 oblivious transfer |
Authors |
Defa Hu, Qiaoliang Li |
Abstract |
Fingerprinting is an emerging technology to protect multimedia
data from piracy, where each distributed copy is labeled with unique
identification information. To protect the rights of both the merchant and the
customer, the fingerprinting is designed to be asymmetric, where the merchant
can trace the traitor by means of the embedded fingerprint and the customer is
immune of being framed due to the asymmetric property. This paper proposes
an asymmetric fingerprinting scheme that is efficient from the bandwidth
usage point of view, where a 1-out-of-2 oblivious transfer protocol is used
to achieve the asymmetric property. In our scheme, symmetric encryption
instead of public-key encryption is performed on the multimedia data, which
can reduce the complexity and communication cost. In addition, multicast
that is an efficient transport technology for one-to-many communication is
exploited, which can reduce the bandwidth usage significantly. |
Keywords |
asymmetric fingerprinting; digital copyright protection; secure
multimedia distribution; oblivious transfer; multicast; traitor tracing. |
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