Abstract
his paper uses the GP paradigm to evolve linear
genotypes (individuals) that consist of Java byte code.
Our prototype GP system is implemented in Java using a
standard Java development kit (JDK). The evolutionary
process is done completely in memory and the fitness of
individuals is determined by directly executing them in
the Java Virtual Machine (JVM). We validate our
approach by solving a functional regression problem
with a fourth degree polynomial, and a classification
problem diagnosing thyroid disease. Our implementation
provides a fast, effective means for evolving native
machine code for the JVM.
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