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Adversarial Shadows in Digital Forensics: New Insights Into File Fragment Classification Vulnerabilities and Defenses

open access: yesIEEE Access
The paper is a comprehensive survey of adversarial attacks on file fragment classification (FFC) models - a relatively unexplored area in digital forensics, given the increasing application of machine learning techniques.
Teena Mary, C. S. Sreeja
doaj   +2 more sources

File Fragment Classification-The Case for Specialized Approaches [PDF]

open access: yes2009 Fourth International IEEE Workshop on Systematic Approaches to Digital Forensic Engineering, 2009
Increasingly advances in file carving, memory analysis and network forensics requires the ability to identify the underlying type of a file given only a file fragment. Work to date on this problem has relied on identification of specific byte sequences in file headers and footers, and the use of statistical analysis and machine learning algorithms ...
Vassil Roussev, Simson L. Garfinkel
openaire   +2 more sources

Fragments‐Expert: A graphical user interface MATLAB toolbox for classification of file fragments [PDF]

open access: yesConcurrency and Computation: Practice and Experience, 2020
SummaryThe classification of file fragments of various file formats is an essential task in various applications such as firewalls, intrusion detection systems, antiviruses, web content filtering, and digital forensics. However, the community lacks a suitable software tool that can integrate major methods for feature extraction from file fragments and ...
Mehdi Teimouri   +2 more
openaire   +2 more sources

Approaches to the classification of high entropy file fragments [PDF]

open access: yesDigital Investigation, 2013
In this paper we propose novel approaches to the problem of classifying high entropy file fragments. We achieve 97% correct classification for encrypted fragments and 78% for compressed. Although classification of file fragments is central to the science of Digital Forensics, high entropy types have been regarded as a problem. Roussev and Garfinkel [1]
Philip Penrose   +2 more
openaire   +1 more source

Bayesian modeling of recombination events in bacterial populations [PDF]

open access: yes, 2008
Background: We consider the discovery of recombinant segments jointly with their origins within multilocus DNA sequences from bacteria representing heterogeneous populations of fairly closely related species.
Pekka Marttinen   +46 more
core   +4 more sources

o-glasses: Visualizing X86 Code From Binary Using a 1D-CNN

open access: yesIEEE Access, 2020
Malicious document files used in targeted attacks often contain a small program called shellcode. It is often hard to prepare a runnable environment for dynamic analysis of these document files because they exploit specific vulnerabilities.
Yuhei Otsubo   +3 more
doaj   +1 more source

Measuring fragmentation of open space in urbanised Flanders: an evaluation of four methods [PDF]

open access: yes, 2016
The open space in Flanders, the northern part of Belgium, can hardly be seen as really open. From the Middle Ages onward this area has been known for its spread out development pattern, which has even strengthened in recent decades.
Tempels, Barbara, Verbeek, Thomas
core   +4 more sources

Selection of Appropriate Metagenome Taxonomic Classifiers for Ancient Microbiome Research

open access: yesmSystems, 2018
Metagenomics enables the study of complex microbial communities from myriad sources, including the remains of oral and gut microbiota preserved in archaeological dental calculus and paleofeces, respectively.
Irina M. Velsko   +4 more
doaj   +3 more sources

Gerstmann-Sträussler-Scheinker disease revisited: accumulation of covalently-linked multimers of internal prion protein fragments [PDF]

open access: yes, 2019
Despite their phenotypic heterogeneity, most human prion diseases belong to two broadly defined groups: Creutzfeldt-Jakob disease (CJD) and Gerstmann-Sträussler-Scheinker disease (GSS).
Cali, Ignazio   +8 more
core   +1 more source

MMsPred: a bioactivity and toxicology predictive system [PDF]

open access: yes, 2010
In the last decade, the development and use of new methods in combinatorial chemistry and high-throughput screening has dramatically increased the number of known biologically active compounds.
Joel Masciocchi   +6 more
core   +2 more sources

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