[PDF] Top 20 On the security of machine learning in malware C&C detection : a survey

On the security of machine learning in malware C&C detection : a survey

... Genetic programming. Xu et al. [2016] apply a genetic programming approach to evading PDF malware classifiers, more specifically PDFRate [Smutz and Stavrou 2012] and Hidost [ ˇSrndic and Laskov 2013] systems. ... See full document

38

Applications in security and evasions in machine learning : a survey

... on security applications in the context of machine learning and artificial intelligence have been presented [8] ML techniques for cybersecurity with an emphasis on ML methods and their ...the ... See full document

42

A Survey of Data Mining and Machine Learning Methods for Cyber Security Intrusion Detection

... Cyber security is that the body of technologies, processes and practices designed to safeguard networks, computers, programs and knowledge from attack, harm or unauthorized ...term security implies cyber ... See full document

7

On the security of machine learning in malware C & C detection:a survey

... Genetic programming. Xu et al. [2016] apply a genetic programming approach to evading PDF malware classifiers, more specifically PDFRate [Smutz and Stavrou 2012] and Hidost [ ˇSrndic and Laskov 2013] systems. ... See full document

38

On the security of machine learning in malware C&C detection : a survey

... control detection systems were designed for detection of indis- criminate malware attacks, however the world has since ...targeted malware attacks that specifically try to evade specific ... See full document

39

A Survey on Android Malware Detection

... with malware executables for ...combined malware detection approach to enhance the ...of security awareness of Android ...on machine learning ...detect malware in ...on ... See full document

7

A Survey on Machine Learning Techniques for Android Malware Detection and Categorization

... A Survey on Machine Learning Techniques for Android Malware Detection and Categorization With the quick improvement and immense growth of the Internet, malware wound up one of ... See full document

8

Malware Detection Using Machine Learning

... Internet, malware has become one of the major cyber threats nowadays. Malware, or malicious software, is any program or file that disrupts a computer system by performing malicious actions such as ... See full document

5

Survey of Machine Learning Techniques for Malware Analysis

... cyber security mechanisms and their continuous evolution, malware are still among the most effective threats in the cyber ...space. Malware analysis applies techniques from several different fields, ... See full document

55

Enhancing Malware Detection with Static Analysis using Machine Learning

... done survey on static features such as byte n-gram, opcode-ngram, PE32, API calls and concluded that the result obtained from navie bayes and bayes network is ...the malware on the basis of behavior and the ... See full document

5

Malware Detection Module using Machine Learning Algorithms to Assist in Centralized Security in Enterprise Networks

... of malware, spyware, - programs designed to monitor users' web browsing and steal private ...exploiting security holes or are packaged with user-installed software, such as peer-to-peer applications [4] ... See full document

7

A Survey on Malware and Malware Detection Systems

... another machine learning-based technique used in malware detection process for deriving classification rules and selecting appropriate features or optimal parameters for optimum ... See full document

7

Android Malware Detection through Machine Learning Techniques: A Review

... high detection rates attested by various antivirus testing security reports in ...Android security has been largely shaped by two classes of reports: the one given by antivirus vendors and the one ... See full document

17

Malware Detection using Windows API Sequence and Machine Learning

... 179 malware executables of which 68 benign and 95 malware executables were used to train the malware detection system and 26 benign and 84 malware executables were used to test the ... See full document

5

Applications of Machine Learning to Threat Intelligence, Intrusion Detection and Malware

... Adversarial machine learning (AML) is the “art of studying how to break and secure machine learning models” and is where offensive security and machine learning collide ... See full document

31

Review on Machine Learning Techniques for Android Malware Detection and Categorization

... of malware for Android which fundamentally surpasses that of different ...against malware on cell phones and numerous items are accessible for nothing or at sensible ...from malware for the Android ... See full document

6

JavaScript Metamorphic Malware Detection Using Machine Learning Techniques

... Abstract Syntax Tree is a representation of source code in a hierarchical format according to the programming language grammar [28]. Irrespective of the programming language used, the source code needs to parsed as plain ... See full document

67

Survey Paper is on Android Malware Detection Using Deep Eigenspace Learning

... and malware harvests information or sends premium SMS messages for ...and malware have each been found in the humanoid Market, and also the rate of latest malware is increasing over time Google ... See full document

8

Android Malware Detection Using Category-Based Machine Learning Classifiers

... in C, C++, and other languages can be loaded into Java code through ...development machine where the daemon runs in the background on each emulator or device instance and the server manages ... See full document

62

Review of Contemporary Literature on Machine Learning based Malware Analysis and Detection Strategies

... as malware are the critical security threat experienced by the current ear of internet and computer system ...traditional malware detection strategies detects by signatures, which are not ... See full document

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