Some Considerations on the Reason for Bloat
Genetic Programming and Evolvable Machines
An Empirical Study of Multipopulation Genetic Programming
Genetic Programming and Evolvable Machines
General schema theory for genetic programming with subtree-swapping crossover: part I
Evolutionary Computation
Multi-Objective Methods for Tree Size Control
Genetic Programming and Evolvable Machines
Human-competitive applications of genetic programming
Advances in evolutionary computing
General schema theory for genetic programming with subtree-swapping crossover: Part II
Evolutionary Computation
Genetic Programming and Evolvable Machines
IEEE Transactions on Knowledge and Data Engineering
Problem Difficulty and Code Growth in Genetic Programming
Genetic Programming and Evolvable Machines
Tuning before feedback: combining ranking discovery and blind feedback for robust retrieval
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
Visualizing Tree Structures in Genetic Programming
Genetic Programming and Evolvable Machines
Exploring extended particle swarms: a genetic programming approach
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
A theoretical analysis of the HIFF problem
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Applying price's equation to survival selection
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Intelligent GP fusion from multiple sources for text classification
Proceedings of the 14th ACM international conference on Information and knowledge management
A Study of Fitness Distance Correlation as a Difficulty Measure in Genetic Programming
Evolutionary Computation
Proceedings of the conference on Design, automation and test in Europe: Proceedings
Morphological algorithm design for binary images using genetic programming
Genetic Programming and Evolvable Machines
ORDERTREE: a new test problem for genetic programming
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Convergence to global optima for genetic programming systems with dynamically scaled operators
Proceedings of the 8th annual conference on Genetic and evolutionary computation
A quantitative study of neutrality in GP boolean landscapes
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Backward-chaining evolutionary algorithms
Artificial Intelligence
Understanding the biases of generalised recombination: part I
Evolutionary Computation
Story creation from heterogeneous data sources
Multimedia Tools and Applications
Understanding the Biases of Generalised Recombination: Part II
Evolutionary Computation
Neutral offspring controlling operators in genetic programming
Pattern Recognition
Adaptive genetic programming for option pricing
Proceedings of the 9th annual conference companion on Genetic and evolutionary computation
Pareto-coevolutionary genetic programming for problem decomposition in multi-class classification
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Scalable estimation-of-distribution program evolution
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Proceedings of the 9th annual conference on Genetic and evolutionary computation
On the behavioral diversity of random programs
Proceedings of the 9th annual conference on Genetic and evolutionary computation
EURASIP Journal on Applied Signal Processing
Evolutionary Computation
EURASIP Journal on Applied Signal Processing
Online modelling based on Genetic Programming
International Journal of Intelligent Systems Technologies and Applications
On the automation of fixing software bugs
Companion of the 30th international conference on Software engineering
Evolving encapsulated programs as shared grammars
Genetic Programming and Evolvable Machines
Mask functions for the symbolic modeling of epistasis using genetic programming
Proceedings of the 10th annual conference on Genetic and evolutionary computation
A tunable model for multi-objective, epistatic, rugged, and neutral fitness landscapes
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Proceedings of the 10th annual conference on Genetic and evolutionary computation
The impact of population size on code growth in GP: analysis and empirical validation
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Elitism reduces bloat in genetic programming
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Human-competitive machine invention by means of genetic programming
Artificial Intelligence for Engineering Design, Analysis and Manufacturing
Artificial Intelligence for Engineering Design, Analysis and Manufacturing
Theoretical advances in artificial immune systems
Theoretical Computer Science
Coevolutionary bid-based genetic programming for problem decomposition in classification
Genetic Programming and Evolvable Machines
Sub-tree Swapping Crossover, Allele Diffusion and GP Convergence
Proceedings of the 10th international conference on Parallel Problem Solving from Nature: PPSN X
Repeated patterns in genetic programming
Natural Computing: an international journal
Efficient tree traversal to reduce code growth in tree-based genetic programming
Journal of Heuristics
Integrated Computer-Aided Engineering
Scaling of program functionality
Genetic Programming and Evolvable Machines
Multi-objective Improvement of Software Using Co-evolution and Smart Seeding
SEAL '08 Proceedings of the 7th International Conference on Simulated Evolution and Learning
Genetic Programming for Feature Ranking in Classification Problems
SEAL '08 Proceedings of the 7th International Conference on Simulated Evolution and Learning
Genetic programming model of solid oxide fuel cell stack: first results
International Journal of Information and Communication Technology
Free lunches for function and program induction
Proceedings of the tenth ACM SIGEVO workshop on Foundations of genetic algorithms
Genetic Programming and Evolvable Machines
Mining Evolving Learning Algorithms
EuroGP '09 Proceedings of the 12th European Conference on Genetic Programming
Automatic Creation of Taxonomies of Genetic Programming Systems
EuroGP '09 Proceedings of the 12th European Conference on Genetic Programming
Extending Operator Equalisation: Fitness Based Self Adaptive Length Distribution for Bloat Free GP
EuroGP '09 Proceedings of the 12th European Conference on Genetic Programming
On Crossover Success Rate in Genetic Programming with Offspring Selection
EuroGP '09 Proceedings of the 12th European Conference on Genetic Programming
An Experimental Study on Fitness Distributions of Tree Shapes in GP with One-Point Crossover
EuroGP '09 Proceedings of the 12th European Conference on Genetic Programming
Evolutionary and embryogenic approaches to autonomic systems
Proceedings of the 3rd International Conference on Performance Evaluation Methodologies and Tools
A constraint-guided method with evolutionary algorithms for economic problems
Applied Soft Computing
Why evolution is not a good paradigm for program induction: a critique of genetic programming
Proceedings of the first ACM/SIGEVO Summit on Genetic and Evolutionary Computation
Co-evolutionary automatically defined functions in genetic programming
AIKED'09 Proceedings of the 8th WSEAS international conference on Artificial intelligence, knowledge engineering and data bases
Approximating geometric crossover in semantic space
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Operator equalisation, bloat and overfitting: a study on human oral bioavailability prediction
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Free lunches for neural network search
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Creating regular expressions as mRNA motifs with GP to predict human exon splitting
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers
Fitness landscapes and problem hardness in genetic programming
Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers
Semantic analysis of program initialisation in genetic programming
Genetic Programming and Evolvable Machines
Genetic programming for QSAR investigation of docking energy
Applied Soft Computing
Backward-chaining evolutionary algorithms
Artificial Intelligence
IEEE Transactions on Evolutionary Computation
Analysis of constant creation techniques on the binomial-3 problem with grammatical evolution
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Representation and structural biases in CGP
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Semantically driven mutation in genetic programming
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Grammar-based genetic programming for timetabling
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
An Analysis of Recombination in Some Simple Landscapes
MICAI '09 Proceedings of the 8th Mexican International Conference on Artificial Intelligence
Genetic programming for anticancer therapeutic response prediction using the NCI-60 dataset
Computers and Operations Research
A survey of evolutionary and embryogenic approaches to autonomic networking
Computer Networks: The International Journal of Computer and Telecommunications Networking
EC theory: a unified viewpoint
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
Identifying structural mechanisms in standard genetic programming
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
Visualizing tree structures in genetic programming
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
What makes a problem GP-hard? validating a hypothesis of structural causes
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
Convergence of program fitness landscapes
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
Towards evolutionary network reconstruction tools for systems biology
EvoBIO'07 Proceedings of the 5th European conference on Evolutionary computation, machine learning and data mining in bioinformatics
A simple but theoretically-motivated method to control bloat in genetic programming
EuroGP'03 Proceedings of the 6th European conference on Genetic programming
Modularity in genetic programming
EuroGP'03 Proceedings of the 6th European conference on Genetic programming
The root causes of code growth in genetic programming
EuroGP'03 Proceedings of the 6th European conference on Genetic programming
GP classifier problem decomposition using first-price and second-price auctions
EuroGP'07 Proceedings of the 10th European conference on Genetic programming
A comprehensive view of fitness landscapes with neutrality and fitness clouds
EuroGP'07 Proceedings of the 10th European conference on Genetic programming
Evolving virtual neuronal morphologies: a case study in genetic L-systems programming
ECAL'07 Proceedings of the 9th European conference on Advances in artificial life
Bloat control operators and diversity in genetic programming: A comparative study
Evolutionary Computation
Characterizing fault tolerance in genetic programming
Future Generation Computer Systems
Slightly beyond Turing's computability for studying genetic programming
MCU'07 Proceedings of the 5th international conference on Machines, computations, and universality
PRIB'07 Proceedings of the 2nd IAPR international conference on Pattern recognition in bioinformatics
EUROCAST'07 Proceedings of the 11th international conference on Computer aided systems theory
Inc*: an incremental approach for improving local search heuristics
EvoCOP'08 Proceedings of the 8th European conference on Evolutionary computation in combinatorial optimization
EvoBIO'08 Proceedings of the 6th European conference on Evolutionary computation, machine learning and data mining in bioinformatics
Operator equalisation and bloat free GP
EuroGP'08 Proceedings of the 11th European conference on Genetic programming
Practical model of genetic programming's performance on rational symbolic regression problems
EuroGP'08 Proceedings of the 11th European conference on Genetic programming
Semantic building blocks in genetic programming
EuroGP'08 Proceedings of the 11th European conference on Genetic programming
Crossover, sampling, bloat and the harmful effects of size limits
EuroGP'08 Proceedings of the 11th European conference on Genetic programming
Cost-benefit investigation of a genetic-programming hyperheuristic
EA'07 Proceedings of the Evolution artificielle, 8th international conference on Artificial evolution
Generating SAT local-search heuristics using a GP hyper-heuristic framework
EA'07 Proceedings of the Evolution artificielle, 8th international conference on Artificial evolution
International Journal of Bio-Inspired Computation
Semantics based crossover for boolean problems
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Measuring bloat, overfitting and functional complexity in genetic programming
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Towards an understanding of locality in genetic programming
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Introduction to genetic programming tutorial: from the basics to human-competitive results
Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
Fitness landscapes and problem hardness in genetic programming
Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
Theoretical results in genetic programming: the next ten years?
Genetic Programming and Evolvable Machines
Open issues in genetic programming
Genetic Programming and Evolvable Machines
Practical performance models of algorithms in evolutionary program induction and other domains
Artificial Intelligence
The relationship between search based software engineering and predictive modeling
Proceedings of the 6th International Conference on Predictive Models in Software Engineering
PPSN'10 Proceedings of the 11th international conference on Parallel problem solving from nature: Part I
Advances in applying genetic programming to machine learning, focussing on classification problems
IPDPS'06 Proceedings of the 20th international conference on Parallel and distributed processing
Elementary bit string mutation landscapes
Proceedings of the 11th workshop proceedings on Foundations of genetic algorithms
Abstract convex evolutionary search
Proceedings of the 11th workshop proceedings on Foundations of genetic algorithms
Evolutionary repair of faulty software
Applied Soft Computing
Semantically-based crossover in genetic programming: application to real-valued symbolic regression
Genetic Programming and Evolvable Machines
Geometric nelder-mead algorithm on the space of genetic programs
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Generalisation in genetic programming
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
Geometry of evolutionary algorithms
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
A quantitative study of learning and generalization in genetic programming
EuroGP'11 Proceedings of the 14th European conference on Genetic programming
EuroGP'11 Proceedings of the 14th European conference on Genetic programming
Defining locality as a problem difficulty measure in genetic programming
Genetic Programming and Evolvable Machines
Bargaining strategies designed by evolutionary algorithms
Applied Soft Computing
The importance of neutral mutations in GP
PPSN'06 Proceedings of the 9th international conference on Parallel Problem Solving from Nature
Exploiting expert knowledge in genetic programming for genome-wide genetic analysis
PPSN'06 Proceedings of the 9th international conference on Parallel Problem Solving from Nature
Mapping non-conventional extensions of genetic programming
UC'06 Proceedings of the 5th international conference on Unconventional Computation
EA'05 Proceedings of the 7th international conference on Artificial Evolution
Negative slope coefficient: a measure to characterize genetic programming fitness landscapes
EuroGP'06 Proceedings of the 9th European conference on Genetic Programming
The halting probability in von neumann architectures
EuroGP'06 Proceedings of the 9th European conference on Genetic Programming
EvoApplicatons'10 Proceedings of the 2010 international conference on Applications of Evolutionary Computation - Volume Part I
Dynamic size populations in distributed genetic programming
EuroGP'05 Proceedings of the 8th European conference on Genetic Programming
Repeated patterns in tree genetic programming
EuroGP'05 Proceedings of the 8th European conference on Genetic Programming
The tree-string problem: an artificial domain for structure and content search
EuroGP'05 Proceedings of the 8th European conference on Genetic Programming
Context-Based repeated sequences in linear genetic programming
EuroGP'05 Proceedings of the 8th European conference on Genetic Programming
Evolve schema directly using instruction matrix based genetic programming
EuroGP'05 Proceedings of the 8th European conference on Genetic Programming
Extending particle swarm optimisation via genetic programming
EuroGP'05 Proceedings of the 8th European conference on Genetic Programming
Perturbation theory and the renormalization group in genetic dynamics
FOGA'05 Proceedings of the 8th international conference on Foundations of Genetic Algorithms
A study of the neutrality of Boolean function landscapes in genetic programming
Theoretical Computer Science
Preserving variability in sexual multi-agent systems with diploidy and dominance
ESAW'05 Proceedings of the 6th international conference on Engineering Societies in the Agents World
Sub-tree swapping crossover and arity histogram distributions
EuroGP'10 Proceedings of the 13th European conference on Genetic Programming
Novelty-Based fitness: an evaluation under the santa fe trail
EuroGP'10 Proceedings of the 13th European conference on Genetic Programming
A many threaded CUDA interpreter for genetic programming
EuroGP'10 Proceedings of the 13th European conference on Genetic Programming
Geometric differential evolution on the space of genetic programs
EuroGP'10 Proceedings of the 13th European conference on Genetic Programming
Genetic programming for auction based scheduling
EuroGP'10 Proceedings of the 13th European conference on Genetic Programming
International Journal of Bio-Inspired Computation
Operator equalisation for bloat free genetic programming and a survey of bloat control methods
Genetic Programming and Evolvable Machines
Artificial Intelligence Review
Evolving estimators of the pointwise Hölder exponent with Genetic Programming
Information Sciences: an International Journal
A new methodology for the GP theory toolbox
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Spatial co-evolution: quicker, fitter and less bloated
Proceedings of the 14th annual conference on Genetic and evolutionary computation
On relationships between semantic diversity, complexity and modularity of programming tasks
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Autoconstructive evolution for structural problems
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
Bloat free genetic programming: application to human oral bioavailability prediction
International Journal of Data Mining and Bioinformatics
Genetic Programming and Evolvable Machines
Semantic bias in program coevolution
EuroGP'13 Proceedings of the 16th European conference on Genetic Programming
A new implementation of geometric semantic GP and its application to problems in pharmacokinetics
EuroGP'13 Proceedings of the 16th European conference on Genetic Programming
Introducing graphical models to analyze genetic programming dynamics
Proceedings of the twelfth workshop on Foundations of genetic algorithms XII
Runtime analysis of mutation-based geometric semantic genetic programming on boolean functions
Proceedings of the twelfth workshop on Foundations of genetic algorithms XII
Proceedings of the 15th annual conference on Genetic and evolutionary computation
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
Expressive genetic programming
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
Geometric differential evolution for combinatorial and programs spaces
Evolutionary Computation
Automatic optimization of stream programs via source program operator graph transformations
Distributed and Parallel Databases
Vector-valued function estimation by grammatical evolution for autonomous robot control
Information Sciences: an International Journal
A modified harmony search method for wind generator design
International Journal of Bio-Inspired Computation
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Genetic programming (GP), one of the most advanced forms ofevolutionary computation, has been highly successful as a techniquefor getting computers to automatically solve problems withouthaving to tell them explicitly how. Since its inceptions more thanten years ago, GP has been used to solve practical problems in avariety of application fields. Along with this ad-hoc engineeringapproaches interest increased in how and why GP works. This bookprovides a coherent consolidation of recent work on the theoreticalfoundations of GP. A concise introduction to GP and geneticalgorithms (GA) is followed by a discussion of fitness landscapesand other theoretical approaches to natural and artificialevolution. Having surveyed early approaches to GP theory itpresents new exact schema analysis, showing that it applies to GPas well as to the simpler GAs. New results on the potentiallyinfinite number of possible programs are followed by two chaptersapplying these new techniques.