This introductory text explores the theory of graph spectra: a topic with applications across a wide range of subjects, including computer science, quantum chemistry and electrical engineering. The spectra exam
This frequently includes the network spectrum, and accordingly spanners have been used to construct spectral sparsifiers [93]. Other miscellaneous applications of spanners include computing distances and shortest paths between points embedding in a geometric space [33,54], testing graph properties (...
Elements of Information Theory, by T.M. Cover and J.A. Thomas [38]. The subject of rate distortion theory is discussed in very clear terms in Rate Distortion Theory, by T. Berger [112]. For an introduction to the concepts behind speech perception, see Voice and Speech Processing, by T...
Gera R, Alonso L, Crawford B, House J, Mendez-Bermudez J, Knuth T, Miller R (2018) Identifying network structure similarity using spectral graph theory. Appl Network Sci 3(1):2 Article Google Scholar Hengst Dd, Burgersdijk DWP, Waarden JAv (2010) Emperors and historiography: collected es...
This an introduction to the theory of computational learning. Author: M. H. G. Anthony Publisher: Cambridge University Press ISBN: 0521599229 Category: Computers Page: 157 View: 153This an introduction to the theory of computational learning.Categories: Computers Introduction to Machine Learning Author...
The study dissects preprocessing techniques (e.g., wavelet denoising, spectral normalization) and feature extraction strategies (time-frequency analysis, attention mechanisms), demonstrating their impact on model accuracy, noise robustness, and computational efficiency. Experimental results underscore the ...
The value of graph-based big data can be unlocked by exploring the topology and metrics of the networks they represent, and the computational approaches to this exploration take on many forms. For the use-case of performing global computations over a gra
Thousands of scientific papers have described how plants responded to different levels of a given environmental factor, for a wide variety of physiological
Introduction Polycrystalline materials are ubiquitously used in everyday life and industry. The properties of such materials are governed not only by the atomic lattice structure within each grain, but also their microstructures which typically refer to the size (nm–μm), shape, orientation, and ad...
The development of the radical pair mechanism has allowed for theoretical explanation of the fact that magnetic fields are observed to have an effect on chemical reactions. The mechanism describes how an external magnetic field can alter chemical yields by interacting with the spin state of a pair...