EvadePDF: Towards Evading Machine Learning Based PDF Malware Classifiers.
Sukanta DeyAbhishek KumarMehul SawarkarPranav Kumar SinghSukumar NandiPublished in: ISEA-ISAP (2018)
Keyphrases
- machine learning
- machine learning algorithms
- machine learning methods
- machine learning approaches
- decision trees
- supervised classification
- probability density function
- feature selection
- support vector
- linear classifiers
- training data
- feature ranking
- learning classifier systems
- naive bayes
- inductive learning
- text classification
- multiple classifiers
- learning tasks
- reverse engineering
- svm classifier
- test set
- roc analysis
- probability distribution function
- classification models
- ensemble classifier
- classification algorithm
- data mining
- training samples
- natural language processing
- supervised learning
- information extraction
- pattern recognition
- learning algorithm
- learning problems
- statistical methods
- class labels
- meta learning
- knowledge acquisition
- multiple classifier systems
- reinforcement learning
- pdf files