Presentations and documents tagged “fitness-inheritance”

  • Fitness inheritance in the Bayesian optimization algorithm Fitness inheritance in the Bayesian optimizatio... from pelikan, posted 3 years ago in Finance. 1053 views This paper describes how fitness inheritance can be used to estimate fitness for a proportion of newly sampled candidate solutions in the Bayesian optimization algorithm (BOA). The goal of estimating fitness for some candidate solutions is ...
  • Do not Match, Inherit: Fitness Surrogates for Genetics-Based Machine Learning Techniques Do not Match, Inherit: Fitness Surrogates for G... from xllora, posted 3 years ago in Technology. 1546 views A byproduct benefit of using probabilistic model-building genetic algorithms is the creation of cheap and accurate surrogate models. Learning classifier systems---and genetics-based machine learning in general---can greatly benefit from suc...
  • Don't Evaluate, Inherit Don't Evaluate, Inherit from kknsastry, posted 3 years ago in Finance. 1124 views This paper studies fitness inheritance as an efficiency enhancement technique for genetic and evolutionary algorithms. Convergence and population-sizing models are derived and compared with experimental results. These models are optimized f...
  • Efficiency Enhancement of Genetic Algorithms Via Building-Block-Wise Fitness Estimation Efficiency Enhancement of Genetic Algorithms Vi... from kknsastry, posted 3 years ago in Finance. 1082 views This paper studies fitness inheritance as an efficiency enhancement technique for a class of competent genetic algorithms called estimation distribution algorithms. Probabilistic models of important sub-solutions are developed to estimate t...