001471970 000__ 04891cam\\22006257i\4500
001471970 001__ 1471970
001471970 003__ OCoLC
001471970 005__ 20230908003323.0
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001471970 019__ $$a1390726163$$a1390921831
001471970 020__ $$a9789819918546$$q(electronic bk.)
001471970 020__ $$a9819918545$$q(electronic bk.)
001471970 020__ $$z9789819918539
001471970 020__ $$z9819918537
001471970 0247_ $$a10.1007/978-981-99-1854-6$$2doi
001471970 035__ $$aSP(OCoLC)1391079558
001471970 040__ $$aGW5XE$$beng$$erda$$epn$$cGW5XE$$dYDX$$dEBLCP$$dOCLCQ
001471970 049__ $$aISEA
001471970 050_4 $$aTA347.E96
001471970 08204 $$a006.3/823$$223/eng/20230724
001471970 1001_ $$aJin, Yaochu,$$d1966-$$eauthor.$$1https://isni.org/isni/0000000114505921
001471970 24510 $$aComputational evolution of neural and morphological development :$$btowards evolutionary developmental artificial intelligence /$$cYaochu Jin.
001471970 264_1 $$aSingapore :$$bSpringer,$$c2023.
001471970 300__ $$a1 online resource (304 pages) :$$billustrations (black and white, and color).
001471970 336__ $$atext$$btxt$$2rdacontent
001471970 337__ $$acomputer$$bc$$2rdamedia
001471970 338__ $$aonline resource$$bcr$$2rdacarrier
001471970 4901_ $$aNatural computing series
001471970 504__ $$aIncludes bibliographical references.
001471970 5050_ $$aComputational Models of Evolution and Development -- Analysis of Gene Regulatory Networks -- Evolutionary Synthesis of Gene Regulatory Dynamics -- Evolution of Morphological Development -- Evolution of Neural Development -- Computational Brain-Body Co-Evolution -- Evolutionary Morphogenetic Self-Organization of Swarm Robots -- Towards Evolutionary Developmental Systems.
001471970 506__ $$aAccess limited to authorized users.
001471970 520__ $$aThis book provides a basic yet unified overview of theory and methodologies for evolutionary developmental systems. Based on the authors extensive research into the synergies between various approaches to artificial intelligence including evolutionary computation, artificial neural networks, and systems biology, it also examines the inherent links between biological intelligence and artificial intelligence. The book begins with an introduction to computational algorithms used to understand and simulate biological evolution and development, including evolutionary algorithms, gene regulatory network models, multi-cellular models for neural and morphological development, and computational models of neural plasticity. Chap. 2 discusses important properties of biological gene regulatory systems, including network motifs, network connectivity, robustness and evolvability. Going a step further, Chap. 3 presents methods for synthesizing regulatory motifs from scratch and creating more complex regulatory dynamics by combining basic regulatory motifs using evolutionary algorithms. Multi-cellular growth models, which can be used to simulate either neural or morphological development, are presented in Chapters 4 and 5. Chap. 6 examines the synergies and coupling between neural and morphological evolution and development. In turn, Chap. 7 provides preliminary yet promising examples of how evolutionary developmental systems can help in self-organized pattern generation, referred to as morphogenetic self-organization, highlighting the great potentials of evolutionary developmental systems. Finally, Chap. 8 rounds out the book, stressing the importance and promise of the evolutionary developmental approach to artificial intelligence. Featuring a wealth of diagrams, graphs and charts to aid in comprehension, this book offers a valuable asset for graduate students, researchers and practitioners who are interested in pursuing a different approach to artificial intelligence.
001471970 588__ $$aDescription based on print version record.
001471970 650_0 $$aEvolutionary computation.
001471970 650_0 $$aNeural computers.
001471970 650_0 $$aComputational intelligence.
001471970 655_0 $$aElectronic books.
001471970 77608 $$iPrint version:$$aJin, Yaochu, 1966-$$tComputational evolution of neural and morphological development.$$dSingapore : Springer, 2023$$z9789819918539$$w(OCoLC)1381122714
001471970 830_0 $$aNatural computing series.
001471970 852__ $$bebk
001471970 85640 $$3Springer Nature$$uhttps://univsouthin.idm.oclc.org/login?url=https://link.springer.com/10.1007/978-981-99-1854-6$$zOnline Access$$91397441.1
001471970 909CO $$ooai:library.usi.edu:1471970$$pGLOBAL_SET
001471970 980__ $$aBIB
001471970 980__ $$aEBOOK
001471970 982__ $$aEbook
001471970 983__ $$aOnline
001471970 994__ $$a92$$bISE