Skip to content

Release v0.2.7

Latest
Latest

Choose a tag to compare

View all tags
@github-actions github-actions released this 10 Sep 01:32
v0.2.7
33861cf
This commit was created on GitHub.com and signed with GitHub’s verified signature.
GPG key ID: B5690EEEBB952194
Verified
Learn about vigilant mode.

✨ Added

  • Multi-way Interaction Support: Complete implementation of multi-way interactions (e.g., x1*x2*x3) with canonical expansion
  • InteractionTerm Role: Added new InteractionTerm role to VariableRole enum for interaction variables
  • Comprehensive Interaction Metadata: Each variable now includes detailed interaction information showing all interactions it participates in
  • Canonical Expansion: Multi-way interactions now generate all possible combinations (2-way, 3-way, etc.) as per R/Wilkinson notation standards
  • Test Example: Added test_multiway_interaction.rs example demonstrating 2-way, 3-way, and 4-way interactions
  • Categorical Function Support: Added c() function for categorical variables with reference level specification
  • Named Arguments: Added support for named arguments in function calls (e.g., ref=treatment)
  • Categorical Role: Added new Categorical role to VariableRole enum for categorical variables
  • Test Example: Added test_categorical_function.rs example demonstrating categorical function usage

🔧 Improved

  • Interaction Parsing: Completely rewritten push_interaction method to handle nested interaction structures
  • Variable Extraction: New extract_all_variables method recursively extracts all variables from nested interactions
  • Combination Generation: New helper methods to generate all possible interaction combinations
  • Interaction Naming: Interaction variables now use underscore-separated naming (e.g., x1_x2_x3)

🐛 Fixed

  • Multi-way Interaction Bug: Fixed issue where x1*x2*x3 was only generating 2-way interactions instead of the complete canonical expansion
  • Missing Higher-order Interactions: Resolved problem where 3-way and higher-order interactions were not being generated

📝 Technical Details

  • Canonical Expansion: For x1*x2*x3, now generates: [x1, x2, x3, x1_x2, x1_x3, x2_x3, x1_x2_x3]
  • Backward Compatibility: Existing 2-way interactions continue to work as before
  • Role Assignment: Interaction variables receive both InteractionTerm and FixedEffect roles
  • Metadata Structure: Each variable includes comprehensive interaction metadata with order, context, and participating variables
Assets 2
Loading