Genetic programming theory and practice XIV. ([2018])

• Record Type: Book
• Other Titles: Genetic programming theory and practice 14
• Further Information: Note: Rick Riolo, Bill Worzel, Brian Goldman, Bill Tozier, editors.
• Editors: Riolo, Rick; Worzel, Bill; Goldman, Brian; Tozier, William
• Other Names: Workshop on Genetic Programming, Theory and Practice, 14th
• Contents: Intro; Preface; Acknowledgments; Contents; Contributors; 1 Similarity-Based Analysis of Population Dynamics in Genetic Programming Performing Symbolic Regression; 1.1 Introduction: Genetic Programming, Population Diversity, and Population Dynamics; 1.2 Similarity Measures; 1.2.1 Genotypic Similarity; 1.2.2 Phenotypic Similarity; 1.3 Test Setup; 1.3.1 Algorithms; 1.3.1.1 Standard Genetic Programming (SGP); 1.3.1.2 Genetic Programming with Offspring Selection (OSGP); 1.3.1.3 ALPS GP; 1.3.2 Problem Instances; 1.4 Test Results; 1.5 Conclusion; References 2 An Investigation of Hybrid Structural and Behavioral Diversity Methods in Genetic Programming2.1 Introduction; 2.2 Related Work; 2.2.1 Genetic Diversity Techniques; 2.2.2 Semantic Methods in GP; 2.3 Fitness Case Bias in Lexicase Selection; 2.4 Hybrid Structural and Behavioral Diversity Methods; 2.5 Experimental Setup; 2.5.1 Problems; 2.6 Results; 2.7 Conclusions and Future Work; References; 3 Investigating Multi-Population Competitive Coevolution for Anticipation of Tax Evasion; 3.1 Introduction; 3.2 Related Work; 3.2.1 Grammatical Evolution; 3.2.2 Coevolution 3.2.3 Coevolution and Grammatical Evolution3.3 Method; 3.3.1 Tax Regulatory Module; 3.3.1.1 Tax Network and Transactions; 3.3.1.2 Audit Score Sheets; 3.3.2 Coevolutionary Module; 3.3.2.1 Adversarial Population Representation; 3.3.2.2 Coevolutionary Tests: Objective Functions; 3.3.2.3 Adaptation-Coevolutionary Genetic Algorithm; 3.4 Experiments; 3.4.1 iBOB Description; 3.4.2 Setup; 3.4.3 Coevolution of Auditors & Evaders in iBOB; 3.5 Conclusions and Future Work; References; 4 Evolving Artificial General Intelligence for VideoGame Controllers; 4.1 Introduction; 4.2 Previous Work 4.2.1 Automated Planning and MDP4.2.2 Heuristic Search; 4.2.3 Hyper-Heuristics; 4.2.4 Real-Time Learning of Hyper-Heuristics; 4.2.5 Solvers from GVGAI (Monte Carlo); 4.3 Method; 4.3.1 Heuristic Templates; 4.3.2 Hyper-Heuristics; 4.3.3 Learning Hyper-Heuristics Through Evolution; 4.3.3.1 Individuals; 4.3.3.2 Fitness Function; 4.3.4 GVGAI; 4.3.5 Game Controller; 4.4 And the Winner is …; References; 5 A Detailed Analysis of a PushGP Run; 5.1 Introduction; 5.2 Languages, Configuration, Tools and Setup; 5.3 Ancestry Graphs; 5.3.1 Full Ancestry Graph; 5.3.2 Genetic Ancestry Graph 5.4 The (Successful) End and How We Got There5.4.1 Printing: The First Five Instructions; 5.4.2 Returning: The Last Four Instructions; 5.4.2.1 Branch 4:772 and the Carriers of in1; 5.4.2.2 Branches 4:425, 4:107, and Multiple Blocks; 5.4.2.3 Branch 4:897 and the Carriers of string_length; 5.4.3 From 19:554 to the End, and the Final Adjustments; 5.5 Discussion; 5.6 Conclusions and Future Work; References; 6 Linear Genomes for Structured Programs; 6.1 Introduction; 6.2 Push and PushGP; 6.3 Plush; 6.3.1 Structure; 6.3.2 Translation; 6.3.3 Special Genes; 6.3.4 Example Translation
• Publisher Details: Cham, Switzerland : Springer
• Publication Date: 2018
• Copyright Date: 2018
• Extent: 1 online resource
• Subjects: 006.3/1; Computer science; Genetic programming (Computer science) -- Congresses; Artificial intelligence -- Congresses; COMPUTERS / General; Computers -- Intelligence (AI) & Semantics; Computers -- Programming -- Algorithms; Artificial intelligence; Algorithms & data structures; Artificial intelligence; Engineering; Computer software; Electronic books
• Languages: English
• ISBNs: 9783319970882; 3319970887
• Related ISBNs: 9783319970875; 3319970879
• Notes: Note: Includes bibliographical references and index.; Note: Online resource; title from PDF title page (EBSCO, viewed October 29, 2018)
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.