• Easily import your data
• Wizard driven learning with simple point and click interface
• Automatic project creation
• Automatically conducts hundreds of runs and finds the optimal termination point
• Automatically constructs "team" solutions
• Automatically finds optimal parameter settings
• Automatically determines whether you are performing regression or classification

• Two-hundred-twelve page owner's manual provides comprehensive instruction in how to use Discipulus

• Real-time project overview with project statistics
• Real-time project progress showing best program and best-team results
• Real-time individual run progress and parameters

• Best Programs Page displays statistics on the thirty best programs from the project. A simple point and click lets you view and analyze each program or to see its output data-point by data-point
• Best Teams Page displays statistics on the five best team-solutions from the project together with voting-based probabilities
• Input Impacts Page provides comprehensive information about which inputs were important

• Viewing and analyzing details of the thirty best evolved programs
• Removing unnecessary evolved code (The “Remove Introns” Feature)
• Optimizing constants in the evolved program
• Automatically simplifying the evolved program
• Removing, adding or changing the instructions in the evolved program
• Saving evolved programs for future use or deployment
• Loading previously evolved and saved programs

Two separate interfaces let you write your own custom fitness functions and link them into Discipulus.

• Regression/Function Fitting or Classification learning modes
• User defined classification threshold and misclassification penalty
• Linear or square fitness functions
• Ranking (Area Under The Curve and Minimum Cost)
• Logistic Regression

• Floating Point Operation on x486 and Pentium FPU's
• Up to 64 Inputs and Constants (Combined)
• Configurable number of FPU registers (Between 1 and 8)
• Configurable maximum initial program size and maximum program size
  (Between 64 & 2048 bytes)

• Complete operator set includes arithmetic, conditional jumps, data transfer, exponential, stack operations, and trigonometric operators
• User selects operators to be used
• Preset configurations available
• Save and load personalized configurations

• Population size - Limited only by computer RAM. (Populations of 500,000 are easily obtainable on a desktop computer)
• Demes - Mimic natural evolution by subdividing a population into semi-isolated locales. Crossover and migration allow individual solutions to move between the locales (demes)
• Dynamic Subset Selection - Eliminates over-fitting problems and improves generalization of solutions. Available for both classification problems and function fitting problems
• Search Operators - Flexible and user configurable, featuring linear-two-point and homologous crossover, mutation and reproduction
• Parsimony Pressure - Control how much program size is incorporated into the fitness function to evolve compact solutions