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This book constitutes the refereed proceedings of the 21st European Conference on Genetic Programming, EuroGP 2018, held in Parma, Italy, in April 2018, co-located with the Evo* 2018 events, EvoCOP, EvoMUSART, and EvoApplications. The 11 revised full papers presented together with 8 poster papers were carefully reviewed and selected from 36 submissions. The wide range of topics in this volume reflects the current state of research in the field. Thus, we see topics and applications including analysis of feature importance for metabolomics, semantic methods, evolution of boolean networks, generation of redundant features, ensembles of GP models, automatic design of grammatical representations, GP and neuroevolution, visual reinforcement learning, evolution of deep neural networks, evolution of graphs, and scheduling in heterogeneous networks.

Computer science. --- Arithmetic and logic units, Computer. --- Data structures (Computer science). --- Algorithms. --- Data mining. --- Artificial intelligence. --- Computer Science. --- Algorithm Analysis and Problem Complexity. --- Arithmetic and Logic Structures. --- Artificial Intelligence (incl. Robotics). --- Data Mining and Knowledge Discovery. --- Data Structures, Cryptology and Information Theory. --- AI (Artificial intelligence) --- Artificial thinking --- Electronic brains --- Intellectronics --- Intelligence, Artificial --- Intelligent machines --- Machine intelligence --- Thinking, Artificial --- Bionics --- Cognitive science --- Digital computer simulation --- Electronic data processing --- Logic machines --- Machine theory --- Self-organizing systems --- Simulation methods --- Fifth generation computers --- Neural computers --- Algorithmic knowledge discovery --- Factual data analysis --- KDD (Information retrieval) --- Knowledge discovery in data --- Knowledge discovery in databases --- Mining, Data --- Database searching --- Algorism --- Algebra --- Arithmetic --- Information structures (Computer science) --- Structures, Data (Computer science) --- Structures, Information (Computer science) --- File organization (Computer science) --- Abstract data types (Computer science) --- Arithmetic and logic units, Computer --- Computer arithmetic --- Electronic digital computers --- Informatics --- Science --- Foundations --- Circuits --- Computer software. --- Data structures (Computer scienc. --- Artificial Intelligence. --- Data Structures and Information Theory. --- Data structures (Computer science) --- Software, Computer --- Computer systems --- Genetic programming (Computer science) --- Computer programming --- Genetic algorithms --- Computer arithmetic and logic units. --- Information theory. --- Communication theory --- Communication --- Cybernetics