Sample-Specific Learning of Lymphovascular Invasion with Heterogeneous Spatial Patterns

Keyphrases

• Metastasis 100%
• Lymphovascular Invasion 100%
• Specific Learning 100%
• Sample-specific 100%
• Breast 50%
• Pathologist 50%
• Early Breast Cancer 50%
• External Validation 50%
• Imaging Data 50%
• Internal Validation 50%
• Spatial Heterogeneity 50%
• Simulation Study 50%
• Classification Performance 50%
• Finite Sample Performance 50%
• Learning Framework 50%
• Penalized Logistic Regression 50%
• Immunofluorescence Imaging 50%
• Multiplex Immunofluorescence 50%
• Computationally Efficient Algorithms 50%
• Finite-sample Guarantees 50%

Mathematics

• Simulation Study 100%
• Penalized Logistic Regression 100%