Are Your Training Datasets Yet Relevant? - An Investigation into the Importance of Timeline in Machine Learning-Based Malware Detection.
Kevin AllixTegawendé F. BissyandéJacques KleinYves Le TraonPublished in: ESSoS (2015)
Keyphrases
- malware detection
- training dataset
- machine learning
- malicious executables
- training data
- anomaly detection
- decision trees
- pattern recognition
- training samples
- training set
- information extraction
- application programming interface
- data mining
- learning algorithm
- knowledge discovery
- natural language processing
- semi supervised learning
- feature selection
- information systems
- computer vision
- api calls
- active learning
- small number
- web applications
- high dimensional
- reinforcement learning
- class labels
- anti virus