Genetic Programming Theory and Practice XIII

• Corporate Author: SpringerLink (Online service)
• Other Authors: Riolo, Rick (Editor), Worzel, W.P (Editor), Kotanchek, Mark (Editor), Kordon, Arthur (Editor)
• Format: Electronic eBook
• Language: English
• Published: Cham : Springer International Publishing : Imprint: Springer, 2016.
• Series: Genetic and Evolutionary Computation,
• Subjects: Computer science.; Algorithms.; Artificial intelligence.; Operations research.; Management science.; Computational intelligence.; Computer Science.; Artificial Intelligence (incl. Robotics).; Computational Intelligence.; Algorithm Analysis and Problem Complexity.; Operations Research, Management Science.

These contributions, written by the foremost international researchers and practitioners of Genetic Programming (GP), explore the synergy between theoretical and empirical results on real-world problems, producing a comprehensive view of the state of the art in GP. Topics in this volume include: mul...

Table of Contents:

• Evolving Simple Symbolic Regression Models by Multi-objective Genetic Programming
• Learning Heuristics for Mining RNA Sequence-Structure Motifs
• Kaizen Programming for Feature Construction for Classification
• GP as if You Meant It: An Exercise for Mindful Practice
• nPool: Massively Distributed Simultaneous Evolution and Cross-Validation in EC-Star
• Highly Accurate Symbolic Regression with Noisy Training Data
• Using Genetic Programming for Data Science: Lessons Learned
• The Evolution of Everything (EvE) and Genetic Programming
• Lexicase selection for program synthesis: a Diversity Analysis
• Using Graph Databases to Explore the Dynamics of Genetic Programming Runs
• Predicting Product Choice with Symbolic Regression and Classification
• Multiclass Classification Through Multidimensional Clustering
• Prime-Time: Symbolic Regression takes its place in the Real World.