A Comparative Analysis of MLR, SVR, and KNN for Improving Quality of Service in Next Generation Network via Machine Learning Regression.
Abdullah HavolliMajlinda FetajiPublished in: MECO (2024)
Keyphrases
- quality of service
- knn
- support vector regression
- k nearest neighbor
- support vector machine
- machine learning
- support vector machine svm
- regression model
- linear regression
- qos requirements
- k nearest neighbour
- multiple linear regression
- nearest neighbor
- response time
- text classification
- feature selection
- ad hoc networks
- qos routing
- admission control
- ip networks
- resource management
- network resources
- model selection
- web services
- resource utilization
- video on demand
- real time
- distance function
- support vector
- similarity search
- bandwidth utilization
- decision trees
- knn algorithm
- qos aware
- learning algorithm
- knn classifier
- bandwidth allocation
- atm networks
- multimedia services
- congestion control
- data mining
- range queries
- kernel function
- nearest neighbour
- qos parameters
- resource reservation
- knn classification
- radial basis function
- end to end
- query processing
- high dimensional
- reinforcement learning
- neural network