Case Study-Based Approach of Quantum Machine Learning in Cybersecurity: Quantum Support Vector Machine for Malware Classification and Protection.
Mst. Shapna AkterHossain ShahriarSheikh Iqbal AhamedKishor Datta GuptaMuhammad Asadur RahmanAtef MohamedMohammad RahmanAkond RahmanFan WuPublished in: CoRR (2023)
Keyphrases
- support vector machine
- machine learning
- case study
- svm classifier
- support vector machine svm
- machine learning methods
- support vector
- feature selection
- quantum computation
- generalization ability
- classification method
- classification algorithm
- high classification accuracy
- multi class
- feature vectors
- pattern recognition
- decision trees
- quantum inspired
- quantum computing
- text classification
- quantum mechanics
- supervised machine learning
- svm classification
- kernel methods
- machine learning approaches
- k nearest neighbor
- model selection
- decision boundary
- data mining
- classification accuracy
- knn
- feature space
- cost sensitive
- supervised learning
- small sample
- training set
- class labels
- supervised classification
- information security
- information extraction
- structured output
- soft margin
- training data
- active learning
- machine learning algorithms