Pegasos: Primal estimated sub-GrAdient sOlver for SVM

Keyphrases

• Support Vector Machine 100%
• Subgradient 100%
• PEGASOS 100%
• Number of Iterations 40%
• Classification Problem 40%
• Text Classification 40%
• Optimization Problem 20%
• Training Set 20%
• Iterative Algorithm 20%
• Reuters 20%
• Regularization Parameter 20%
• Existing State 20%
• Stochastic Gradient Descent 20%
• Projection Step 20%
• Stochastic Gradient Algorithm 20%
• Linear Kernel 20%
• Nonlinear Kernels 20%
• Training Examples 20%

Computer Science

• Support Vector Machine 100%
• Classification Problem 40%
• Text Classification 40%
• Optimization Problem 20%
• Objective Function 20%
• Regularization Parameter 20%
• Large Data Set 20%
• Gradient Descent 20%
• Iterative Algorithm 20%
• Gradient Descent Method 20%
• Training Example 20%

Mathematics

• Support Vector Machine 100%
• Classification Problem 40%
• Text Classification 40%
• Regularization 20%
• Stochastics 20%
• Objective Function 20%
• Nonlinear 20%
• Training Set 20%
• Stochastic Gradient Descent Method 20%