Advanced Object-oriented Programming In R: Stat... Apr 2026

Strict type checking; multiple dispatch (methods can choose logic based on multiple arguments). Cons: High "ceremony" and steep learning curve. 3. R6: The Modern Powerhouse

Encapsulation (private vs. public fields); reference semantics (modify objects in-place); method chaining. Advanced Object-Oriented Programming in R: Stat...

Requires an external dependency; can lead to "non-idiomatic" R code if overused. 4. Reference Classes (RC): The Internal Alternative Strict type checking; multiple dispatch (methods can choose

Managing stateful objects (like database connections, caches, or GUI widgets) and avoiding R’s usual copy-on-modify behavior. Strict type checking

90% of R tasks, especially providing print() , summary() , or plot() methods for new data types. Pros: Minimal boilerplate; easy to learn; highly flexible.