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Topological Dynamics in Metamodel Discovery with Artificial Intelligence : From Biomedical to Cosmological Technologies - Ariel Fernandez

Topological Dynamics in Metamodel Discovery with Artificial Intelligence

From Biomedical to Cosmological Technologies

By: Ariel Fernandez

Paperback | 9 October 2024

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The 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.

Dealing 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.

Key Features:

  • Introduces new and advanced methods of model discovery for time series data using artificial intelligence
  • Implements topological approaches to distill "machine-intuitive" models from complex dynamics data
  • Introduces a new paradigm for a parsimonious model of a dynamical system without resorting to differential equations
  • Heralds a new era in data-driven science and engineering based on the operational concept of "computational intuition"

Intended for graduate students, researchers, and practitioners interested in dynamical systems empowered by AI or machine learning and in their biological, engineering, and biomedical applications, this book will represent a significant educational resource for people engaged in AI-related cross-disciplinary projects.

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Non-FictionComputing & I.T.Computer ScienceArtificial IntelligenceBusiness ApplicationsMathematical & Statistical SoftwareMathematicsApplied MathematicsDigital Lifestyle & Online World: Consumer & User GuidesComputer Games & Online Games Strategy GuidesReference, Information & Interdisciplinary SubjectsResearch & Information
Data AnalysisEngineering & TechnologyBiochemical EngineeringBiotechnologySciencePhysicsApplied PhysicsBiophysicsBiology, Life SciencesGeometryElectronics & Communications EngineeringElectronics EngineeringAutomatic Control EngineeringTopologyEnvironmental Science

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