Behavioral Malware Detection using a Language Model Classifier Trained on sys2vec Embeddings.
John CarterSpiros MancoridisPavlos ProtopapasErick GalinkinPublished in: HICSS (2024)
Keyphrases
- language model
- malware detection
- language modeling
- training set
- n gram
- malicious executables
- information retrieval
- document retrieval
- test collection
- anomaly detection
- training data
- probabilistic model
- speech recognition
- query expansion
- retrieval model
- ad hoc information retrieval
- language modelling
- decision trees
- support vector machine
- feature space
- smoothing methods
- language model for information retrieval
- mixture model
- support vector
- learning algorithm
- context sensitive
- dimensionality reduction
- statistical language models
- feature selection
- vector space
- web search
- feature vectors
- pattern recognition
- dirichlet prior