Caroline Morton

Posts tagged: Data Scarcity

All Posts Health Data (20) Data (18) PhD (15) Synthetic Data (15) Rust (14) Reproducibility (12) Open Science (9) Systems Programming (8) Electronic Health Records (7) Machine Learning (7) Software Reliability (7) Data Pipelines (6) Errors (6) Women in Rust (6) Data Privacy (5) SNOMED (5) Codelists (4) Epidemiology (4) AI (3) Bias (3) Data Science (3) Design Patterns (3) Readability (3) Replicability (3) Scientific Software (3) Data Quality (2) Privacy Metrics (2) Utility Metrics (2) Adapter Pattern (1) Builder Pattern (1) Code Review (1) Confounder (1) Data Augmentation (1) Data Imbalance (1) Data Scarcity (1) Data Validation (1) Databases (1) Fairness (1) Functional Programming (1) GANs (1) Health Tech (1) ICD-10 (1) Maintainability (1) Mental Models (1) Model Collapse (1) Observability (1) OMOP (1) OPCS (1) Privacy (1) Rare Events (1) Representativeness (1) Research Code (1) Scientific Computing (1) Serde (1) SurrealDB (1) Testing (1) Type System (1) Typestate Pattern (1) Vector Search (1) Women in Tech (1)

How Do We Handle Rare Events in Synthetic Data?

A look into how we can use synthetic data generation to increase the number of rare events in our dataset, and what are risks and benefits of this approach