Bio-inspired Hyperparameter Optimization for Deep Learning Malware Detection: An Empirical Study Across AIS and Evolutionary Algorithms

Computer Science

• Differential Evolution 100%
• Malware Detection 100%
• Deep Learning Method 100%
• Evolutionary Algorithm 100%
• Hyperparameter Optimization 100%
• Artificial Immune System 50%
• Malware 50%
• Function Evaluation 50%
• Informed Choice 25%
• Genetic Algorithm 25%
• Long Short-Term Memory Network 25%
• Convolutional Neural Network 25%
• Deep Learning Model 25%
• Clonal Selection 25%
• Artificial Neural Network 25%
• Leaning Parameter 25%
• Data Representation 25%

Biochemistry, Genetics and Molecular Biology

• Evolutionary Algorithms 100%
• Solution and Solubility 50%
• Genetic Algorithm 50%
• Dendritic Cell 50%
• Artificial Neural Network 50%

Keyphrases

• Strong Solution 25%
• Opcode 25%
• API Call Sequence 25%
• N-gram 25%
• Malware Classifier 25%
• PE Header 25%
• Ceiling Effect 25%