Genetic_Programming_Theory_and_Practice_XIII
166 T. Helmuth et al. is indeed a valuable metric for studying the impact of system design decisions. The value of cluster count ...
Lexicase Selection for Program Synthesis: A Diversity Analysis 167 Spector L (2012) Assessment of problem modality by differenti ...
Behavioral Program Synthesis: Insights and Prospects Krzysztof Krawiec, Jerry Swan, and Una-May O’Reilly Abstract Genetic progra ...
170 K. Krawiec et al. 1 Introduction and Motivations Program synthesis is a challenging task due to the size of the search space ...
Behavioral Program Synthesis:Insights and Prospects 171 Thisevaluation bottleneckhas detrimental consequences. The outcomes on p ...
172 K. Krawiec et al. 2 Behavioral Program Synthesis In this section we sketch the vision ofbehavioral program synthesis, a meth ...
Behavioral Program Synthesis:Insights and Prospects 173 Fig. 1 The workflow of behavioral evaluation in Pattern-guided Program S ...
174 K. Krawiec et al. 3 Pattern-Guided Program Synthesis In conventional GP (and other conceivable generate-and-test program syn ...
Behavioral Program Synthesis:Insights and Prospects 175 Nevertheless there exists a wider class of behavioral patterns of potent ...
176 K. Krawiec et al. (C4.5 (Quinlan 1992 ) and REP-tree, respectively). For the example in Fig. 1 ,a decision tree induction al ...
Behavioral Program Synthesis:Insights and Prospects 177 we kept them separate and relied on multiobjective approach, employing t ...
178 K. Krawiec et al. Fig. 2 As a side-effect of behavioral evaluation, evaluation can identify useful subprograms in programs b ...
Behavioral Program Synthesis:Insights and Prospects 179 4 Consequences of Behavioral Perspective Complete characterization of pr ...
180 K. Krawiec et al. experimental evidence for this hypothesis: ‘behavioral trajectories’ tend to cluster, thereby revealing th ...
Behavioral Program Synthesis:Insights and Prospects 181 from optimizing an individual problem instance, but architectures of thi ...
182 K. Krawiec et al. References Brameier M, Banzhaf W (2007) Linear genetic programming. Genetic and evolutionary compu- tation ...
Behavioral Program Synthesis:Insights and Prospects 183 Liskowski P, Krawiec K, Helmuth T, Spector L (2015) Comparison of semant ...
Using Graph Databases to Explore the Dynamics of Genetic Programming Runs Nicholas Freitag McPhee, David Donatucci, and Thomas H ...
186 N.F. McPhee et al. and the range of behaviors. These plots, however, are typically still aggregate representations that obsc ...
Using Graph Databases to Explore the Dynamics of Genetic Programming Runs 187 understanding EC dynamics; that work is similar in ...
«
5
6
7
8
9
10
11
12
13
14
»
Free download pdf