Multiplex Network Analysis Of Local Topology In Simulated And Textit In Vitro Spiking Neural Networks
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Multiplex Network Analysis of Local Topology in Simulated and \textit{In Vitro} Spiking Neural Networks
Complex networks are important tools for investigating interactions amongst many different types of agents. Recently, the extension of single layer networks to multilayer networks has allowed for multiple types of relationships among the same actors to be represented in a network. In this dissertation, we develop two methods for using a specific type of multilayer network, the multiplex network, to study local topology in neural networks. In the first project, we use multiplex networks to compare the local topology between a simulated structural neural network and its inferred functional networks. For the second project, we use multiplex networks to observe evidence for the self-organization of \textit{in vitro} neural networks into neural ensembles.
Handbook of Systems Biology
This book provides an entry point into Systems Biology for researchers in genetics, molecular biology, cell biology, microbiology and biomedical science to understand the key concepts to expanding their work. Chapters organized around broader themes of Organelles and Organisms, Systems Properties of Biological Processes, Cellular Networks, and Systems Biology and Disease discuss the development of concepts, the current applications, and the future prospects. Emphasis is placed on concepts and insights into the multi-disciplinary nature of the field as well as the importance of systems biology in human biological research. Technology, being an extremely important aspect of scientific progress overall, and in the creation of new fields in particular, is discussed in 'boxes' within each chapter to relate to appropriate topics. - 2013 Honorable Mention for Single Volume Reference in Science from the Association of American Publishers' PROSE Awards - Emphasizes the interdisciplinary nature of systems biology with contributions from leaders in a variety of disciplines - Includes the latest research developments in human and animal models to assist with translational research - Presents biological and computational aspects of the science side-by-side to facilitate collaboration between computational and biological researchers
Multi-way Analysis
This book is an introduction to the field of multi-way analysis for chemists and chemometricians. Its emphasis is on the ideas behind the method and its pratical applications. Sufficient mathematical background is given to provide a solid understanding of the ideas behind the method. There are currently no other books on the market which deal with this method from the viewpoint of its applications in chemistry. Applicable in many areas of chemistry. No comparable volume currently available. The field is becoming increasingly important.