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Malware creators have been getting their way for too long now.
On information and sufficiency
1951
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A biologically inspired immune system for computers
1994
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Spoken Dialogues with Computers
1997
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Time-series forecasting
2000
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Foundations of statistical nat
2000
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Data mining methods for detection of new malicious executables
2001
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Bagging survival trees
2004
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Fileprints: identifying filetypes by n-gram analysis
2005
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Clustering of time series data—a survey
2005
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Temporal search: detecting hidden malware timebombs with virtual machines
2006
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Learning to detect and classify malicious executables in the wild
2006
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Using entropy analysis to find encrypted and packed malware
2007
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Limits of static analysis for malware detection
2007
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A semantics-based approach to malware detection
2007
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Towards stealthy malware detection
2007
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Obfuscated malicious executable scanner
2007
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A fistful of red-pills: How to automatically generate procedures to detect cpu emulators
2009
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A fistful of red-pills: How to automatically generate procedures to detect cpu emulators
2009
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Malware detection using statistical analysis of byte-level file content
2009
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Idea: Opcode-sequence-based malware detection
Time series: theory and methods
2013
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Classification of malware based on integrated static and dynamic features
2013
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Optimising existing software with genetic programming
2013
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An introduction to Kolmogorov complexity and its applications
2013
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Drebin: Effective and explainable detection of android malware in your pocket
2014
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Nazca: Detecting malware distribution in large-scale networks
2014
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2010
Cited alongside, same era.
CIMDS: adapting postprocessing techniques of associative classification for malware detection
2010
Cited alongside, same era.
Mechanisms of polymorphic and metamorphic viruses
2011
Cited alongside, same era.
Semi-supervised learning for unknown malware detection
2011
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Comparing files using structural entropy
2011
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OPEM: A static-dynamic approach for machine-learning-based malware detection
2012
Cited alongside, same era.
2014
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Semantics-aware android malware classification using weighted contextual api dependency graphs
2014
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Integrated static and dynamic analysis for malware detection
2015
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Obfuscator-llvm: software protection for the masses
2015
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Loop: Logic-oriented opaque predicate detection in obfuscated binary code
2015
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Copperdroid: Automatic reconstruction of android malware behaviors
2015
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https://www4.symantec.com/mktginfo/whitepaper/ISTR/21347932_GA-internet-security-threat-report-volume-20-2015-social_v2.pdf
Internet security threat report 20 · 2016
Closest in time.