Improving accuracy of HPC-based malware classification for embedded platforms using gradient descent optimization.
Manaar AlamDebdeep MukhopadhyaySai Praveen KadiyalaSiew-Kei LamThambipillai SrikanthanPublished in: J. Cryptogr. Eng. (2020)
Keyphrases
- classification accuracy
- predictive accuracy
- roc curve
- decision trees
- accuracy rate
- support vector machine svm
- classification rate
- classification scheme
- high accuracy
- error rate
- feature extraction
- support vector
- roc analysis
- loss function
- prediction accuracy
- classification algorithm
- pattern classification
- generalization ability
- support vector machine
- fold cross validation
- random selection
- confusion matrix
- machine learning
- text classification
- neural network
- genetic algorithm
- image classification
- optimization problems
- supervised learning
- computational cost
- margin maximization
- feature selection
- pattern recognition
- high performance computing
- feature space
- learning rules
- feature vectors
- cost function
- model selection
- classification models
- fault tolerance
- optimization method
- classification method
- class labels