{"product_id":"topological-dynamics-in-metamodel-discovery-with-artificial-intelligence-from-biomedical-to-cosmological-technologies","title":"Topological Dynamics in Metamodel Discovery with Artificial Intelligence","description":"\u003cp\u003eThe leveraging of artificial intelligence (AI) for model discovery in dynamical systems is cross-fertilizing and revolutionizing both disciplines, heralding a new era of data-driven science. This book is placed at the forefront of this endeavor, taking model discovery to the next level.\u003c\/p\u003e\u003cp\u003eDealing with artificial intelligence, this book delineates AI’s role in model discovery for dynamical systems. With the implementation of topological methods to construct metamodels, it engages with levels of complexity and multiscale hierarchies hitherto considered off limits for data science.\u003c\/p\u003e\u003cp\u003e\u003cb\u003eKey Features:\u003c\/b\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eIntroduces new and advanced methods of model discovery for time series data using artificial intelligence\u003c\/li\u003e\n\u003cli\u003eImplements topological approaches to distill \"machine-intuitive\" models from complex dynamics data\u003c\/li\u003e\n\u003cli\u003eIntroduces a new paradigm for a parsimonious model of a dynamical system without resorting to differential equations\u003c\/li\u003e\n\u003cli\u003eHeralds a new era in data-driven science and engineering based on the operational concept of \"computational intuition\"\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eIntended for graduate students, researchers, and practitioners interested in dynamical systems empowered by AI or machine learning and in their biological, engineering, and biomedical applications\u003ci\u003e, \u003c\/i\u003ethis book will represent a significant educational resource for people engaged in AI-related cross-disciplinary projects.\u003c\/p\u003e","brand":"Taylor \u0026 Francis Ltd","offers":[{"title":"Default Title","offer_id":50016532889944,"sku":"9781032366333","price":59.99,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0278\/1295\/4195\/files\/9781032366333_1f8da5e1-e64c-425f-8858-b12c55308595.jpg?v=1778819466","url":"https:\/\/agendabookshop.com\/products\/topological-dynamics-in-metamodel-discovery-with-artificial-intelligence-from-biomedical-to-cosmological-technologies","provider":"Agenda Bookshop","version":"1.0","type":"link"}