features

General features

• GP / GA / Differential Evolution support.
• Native support for concurrency.
• Essentially parameterless (very very few mandatory parameters).
• User programmable instruction set / termination criteria.
• Loading and saving of populations and genetic programs (checkpoint and restoring mechanism).
• Constraint handling.
• CSV / Weka XRFF dataset file format compatibility.

Algorithms

• Advanced linear genetic programming representation [1][2].
• ALPS (Age-Layered Population Structure) [9].
• Brood recombination [6][7]
• Cache for improving performance.
• Demetic grouping - Trivial Geography in Genetic Programming [3].
• Differential evolution [4][5][8].
• Gaussian Distribution for multi-class classification [13].
• Self-adaptive crossover operator [14].
• Steady state kernel.
• STGP (Strongly Typed Genetic Programming) [10].
• Team support [16].

Data

• Holdout validation.
• Stratified sampling.

Source

• Completely ISO C++20 compliant.
• Structured object oriented architecture.
• Strict const-correctness.
• Limited use of 3rd party libraries.
• Comprehensive, searchable API documentation generated from the source (Doxygen).