9783031762895 - Navigating Molecular Networks: Exploring the Chemical Space Concept in Novel Materials Design (SpringerBriefs in Materials) von Sukumar, N. (4 Ergebnisse)

Zustand: New. In.

Paperback. Zustand: Brand New. 100 pages. 9.26x6.11x9.21 inches. In Stock.

Taschenbuch. Zustand: Neu. Druck auf Anfrage Neuware - Printed after ordering - This book delves into the foundational principles governing the treatment of molecular networks and 'chemical space'-the comprehensive domain encompassing all physically achievable molecules-from the perspectives of vector space, graph theory, and data science. It explores similarity kernels, network measures, spectral graph theory, and random matrix theory, weaving intriguing connections between these diverse subjects. Notably, it emphasizes the visualization of molecular networks. The exploration continues by delving into contemporary generative deep learning models, increasingly pivotal in the pursuit of new materials possessing specific properties, showcasing some of the most compelling advancements in this field. Concluding with a discussion on the meanings of discovery, creativity, and the role of artificial intelligence (AI) therein.Its primary audience comprises senior undergraduate and graduate students specializing in physics, chemistry, and materials science. Additionally, it caters to those interested in the potential transformation of material discovery through computational, network, AI, and machine learning (ML) methodologies.

Taschenbuch. Zustand: Neu. Navigating Molecular Networks | N. Sukumar | Taschenbuch | SpringerBriefs in Materials | xviii | Englisch | 2025 | Springer | EAN 9783031762895 | Verantwortliche Person für die EU: Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg, juergen[dot]hartmann[at]springer[dot]com | Anbieter: preigu.