Improved sparse multi-class SVM and its application for gene selection in cancer classification

Keyphrases

• In Cancer 100%
• Multi-class Classification 100%
• Gene Selection 100%
• Cancer Classification 100%
• One-class Support Vector Machine (OCSVM) 100%
• Sparsity 66%
• Singer 66%
• Crammer 66%
• Superior Performance 33%
• High-throughput Platform 33%
• Gene Expression Data 33%
• High-dimensional Data 33%
• Tumor 33%
• Molecular Diagnostics 33%
• Cancer Diagnosis 33%
• Small Sample Size 33%
• Cancer Diagnostics 33%
• Gene number 33%
• Gene Expression Profile 33%
• Support Vector Machine 33%
• Selection Mechanism 33%
• Performance Effectiveness 33%
• Cancer Gene Expression 33%
• Multi-type 33%
• Support Vector Machine Algorithm 33%
• Microarray Experiment 33%
• Soft Thresholding 33%
• One-class Learning 33%
• Low-sample Size Data 33%

Computer Science

• Feature Selection 100%
• Multiclass Classification 100%
• Multi Class Classification 100%
• Support Vector Machine 100%
• Sparsity 66%
• High Throughput 33%
• High Dimensional Data 33%
• Classification Rule 33%
• Superior Performance 33%
• Small Sample Size 33%
• Soft Thresholding 33%
• Support Vector Machine 33%
• Simulated Data 33%
• Gene Expression Data Set 33%
• Gene Expression Data 33%
• Therapeutic Intervention 33%
• Cancer Diagnosis 33%