Handbook Of Grammatical Evolution

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Handbook of Grammatical Evolution

This handbook offers a comprehensive treatise on Grammatical Evolution (GE), a grammar-based Evolutionary Algorithm that employs a function to map binary strings into higher-level structures such as programs. GE's simplicity and modular nature make it a very flexible tool. Since its introduction almost twenty years ago, researchers have applied it to a vast range of problem domains, including financial modelling, parallel programming and genetics. Similarly, much work has been conducted to exploit and understand the nature of its mapping scheme, triggering additional research on everything from different grammars to alternative mappers to initialization. The book first introduces GE to the novice, providing a thorough description of GE along with historical key advances. Two sections follow, each composed of chapters from international leading researchers in the field. The first section concentrates on analysis of GE and its operation, giving valuable insight into set up and deployment. The second section consists of seven chapters describing radically different applications of GE. The contributions in this volume are beneficial to both novices and experts alike, as they detail the results and researcher experiences of applying GE to large scale and difficult problems. Topics include: • Grammar design • Bias in GE • Mapping in GE • Theory of disruption in GE · Structured GE · Geometric semantic GE · GE and semantics · Multi- and Many-core heterogeneous parallel GE · Comparing methods to creating constants in GE · Financial modelling with GE · Synthesis of parallel programs on multi-cores · Design, architecture and engineering with GE · Computational creativity and GE · GE in the prediction of glucose for diabetes · GE approaches to bioinformatics and system genomics · GE with coevolutionary algorithms in cybersecurity · Evolving behaviour trees with GE for platform games · Business analytics and GE for the prediction of patient recruitment in multicentre clinical trials
Progress in Artificial Intelligence

This book constitutes the proceedings of the 21st EPIA Conference on Artificial Intelligence, EPIA 2022, which took place in Lisbon, Portugal, in August/September 2022. The 64 papers presented in this volume were carefully reviewed and selected from 85 submissions. They were organized in topical sections as follows: AI4IS - Artificial Intelligence for Industry and Societies; AIL - Artificial Intelligence and Law; AIM - Artificial Intelligence in Medicine; AIPES - Artificial Intelligence in Power and Energy Systems; AITS - Artificial Intelligence in Transportation Systems; AmIA - Ambient Intelligence and Affective Environments; GAI - General AI; IROBOT - Intelligent Robotics; KDBI - Knowledge Discovery and Business Intelligence; KRR - Knowledge Representation and Reasoning; MASTA - Multi-Agent Systems: Theory and Applications; TeMA - Text Mining and Applications.
The Handbook of Cultural Linguistics

Bringing together a wide selection of work on cultural linguistics and pragmatics, this comprehensive handbook offers global, comparative insights into the field. Diversity does not always imply differences, but it also offers insights into surprising similarities and parallels when it comes to expressions. By the same token, this collection shows that when we see that linguistic differences, when they exist, stem from not merely language, but from the cultural and historical context that cultivates and nurtures them. Within that paradigm, then, this handbook locates the importance of philosophy, religion (or even the lack thereof), political affiliations, and so on, in forming expressions. In addition, comparisons with other models of cultural linguistics are undertaken. These trends provide readers with a comprehensive introduction to issues in cultural linguistics, addressing the peculiarities of the field under the rubric of localized studies, and speaking to the possibilities that exist in interpretation of what metaphors are. The book highlights the complexities that are so tightly interwoven into the fabric of every word and a sentence, across cultures and linguistic traditions. A must-have collection for anthropologists, philosophers, linguists, philologists, theoreticians, rhetoricians, and scholars of poetics, this is the one-stop reference in cultural linguistics.