Computational Neurogenetic Modeling

Computational Neurogenetic Modeling is a student text, introducing the scope and problems of a new scientific discipline - Computational Neurogenetic Modeling (CNGM). CNGM is concerned with the study and development of dynamic neuronal models for modeling brain functions with respect to genes and dynamic interactions between genes. These include neural network models and their integration with gene network models. This new area brings together knowledge from various scientific disciplines, such as computer and information science, neuroscience and cognitive science, genetics and molecular biology, as well as engineering.

Sommario

Computational Neurogenetic Modeling (CNGM): A Brief Introduction.- Organization and Functions of the Brain.- Neuro-Information Processing in the Brain.- Artificial Neural Networks (ANN).- Evolving Connectionist Systems (ECOS).- Evolutionary Computation for Model and Feature Optimization.- Gene/Protein Interactions - Modeling Gene Regulatory Networks (GRN).- CNGM as Integration of GPRN, ANN and Evolving Processes.- Application of CNGM to Learning and Memory.- Applications of CNGM and Future Development.

Riassunto

Computational Neurogenetic Modeling is a student text, introducing the scope and problems of a new scientific discipline - Computational Neurogenetic Modeling (CNGM). CNGM is concerned with the study and development of dynamic neuronal models for modeling brain functions with respect to genes and dynamic interactions between genes. These include neural network models and their integration with gene network models. This new area brings together knowledge from various scientific disciplines, such as computer and information science, neuroscience and cognitive science, genetics and molecular biology, as well as engineering.

Dettagli sul prodotto

• Autori: Lubic Benuskova, Lubica Benuskova, Nikola Kasabov, Nikola K Kasabov, Nikola K. Kasabov
• Editore: Springer, Berlin
• Lingue: Inglese
• Formato: Tascabile
• Pubblicazione: 21.10.2010
• EAN: 9781441943019
• ISBN: 978-1-4419-4301-9
• Pagine: 290
• Dimensioni: 152 mm x 19 mm x 229 mm
• Peso: 463 g
• Illustrazioni: XII, 290 p.
• Serie: Topics in Biomedical Engineering. International Book Series; Topics in Biomedical Engineering. International Book Series
• Categorie: Scienze naturali, medicina, informatica, tecnica > Tecnica > Altro; C, Neuroscience, molecular biology, bioinformatics, engineering, Neurosciences, Life sciences: general issues, Information Systems and Communication Service, Human Genetics, Medical Genetics, Computers, Information technology: general issues, Biomedical Engineering and Bioengineering, Biomedical engineering, Computational and Systems Biology, Computational Biology/Bioinformatics, Database Management System, Computer networking & communications