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 RahmanAtef MohamedMohammad RahmanAkond RahmanFan WuPublished in: COMPSAC (2023)
Keyphrases
- support vector machine
- machine learning
- case study
- svm classifier
- support vector machine svm
- classification method
- machine learning methods
- feature selection
- pattern recognition
- generalization ability
- support vector
- feature vectors
- quantum computation
- classification algorithm
- quantum computing
- decision boundary
- svm classification
- decision trees
- machine learning algorithms
- multi class
- kernel methods
- feature space
- text classification
- k nearest neighbor
- high classification accuracy
- training data
- quantum inspired
- classification accuracy
- pattern classification
- learning algorithm
- model selection
- supervised learning
- training set
- small sample
- supervised machine learning
- machine learning and data mining
- support vector regression
- kernel function
- hyperplane
- feature extraction
- information retrieval
- classification models
- machine learning approaches
- cost sensitive
- ensemble classifier
- information security
- unsupervised learning
- text mining
- natural language processing
- structured output
- active learning
- similarity measure
- sequential minimal optimization