Screenshots

HeuristicLab includes a large number of algorithms and problems.

Problems

Genetic Programming

• Artificial Ant
• Lawn Mower
• Even Parity
• Multiplexer
• Robocode
• Trading
• Symbolic Classification
• Symbolic Regression
• Koza-style Symbolic Regression
• Symbolic Time-Series Prognosis
• Grammatical Evolution

Data Analysis

• Classificiation
• Clustering
• Regression

Combinatorial Problems

• Deceptive trap (step)
• HIFF
• Job Shop Scheduling
• Knapsack
• Bin Packing
• Graph Coloring
• NK[P,Q] Landscapes
• Linear Assignment
• OneMax
• Orienteering
• Quadratic Assignment
• Real-valued Test Functions (single- and multi-objective)
• Traveling Salesman
• Probabilistic Traveling Salesman
• Vehicle Routing Problem

Simulation-based Optimization

• External Evaluation Problem (single- and multi-objective)
• MATLAB Parameter Optimization Problem
• Scilab Parameter Optimization Problem

Extensible Problems

• Programmable Problem
• User-defined Problem

Algorithms

Machine Learning

• Cross Validation
• Genetic Programming
• Offspring Selection Genetic Programming
• k-Means
• Linear Discriminant Analysis
• Linear Regression
• Nonlinear Regression
• Multinomial Logit Classification
• Nearest Neighbor Regression and Classification
• Neural Network Regression and Classification
• Random Forest Regression and Classification
• Support Vector Regression and Classification
• Gaussian Process Regression and Least-Squares Classification
• Gradient Boosted Trees
• Gradient Boosted Regression
• Neighborhood Components Analysis
• Elastic-Net Regression
• Kernel Ridge Regression
• Decision Tree Regression
• Barnes-Hut t-SNE

Population-based Algorithms

• Age-layered Population Structure (ALPS)
• CMA-ES
• Evolution Strategy
• Genetic Algorithm
• Island Genetic Algorithm
• Island Offspring Selection Genetic Algorithm
• Offspring Selection Evolution Strategy (OSES)
• Offspring Selection Genetic Algorithm (OSGA)
• Parameter-less population pyramid (P3)
• Particle Swarm Optimization
• Relevant Alleles Preserving GA (RAPGA)
• SASEGASA
• Scatter Search

Trajectory-based Algorithms

• Local Search
• Robust Taboo Search
• Simulated Annealing
• Tabu Search
• Variable Neighborhood Search

Multi-objective Algorithms

• NSGA-II

Optimal Algorithms

• MIP/LP Solvers of Google OR-Tools
• Hungarian Algorithm
• LM-BFGS

Extensible Algorithms

• User-Defined Algorithm

Other Algorithms

• Performance Benchmarks