La Arquitectura Espectral de las Redes

Name: La Arquitectura Espectral de las Redes
Brand: Editorial Academica Espanola
SKU: 9786209978067
Price: 9819.0 INR
Availability: InStock

by Edward Muñoz Garro

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ISBN13: 9786209978067
Binding: Paperback
Subject: N/A
Publisher: Editorial Academica Espanola
Publisher Imprint: Editorial Academica Espanola
Publication Date: April 28, 2026
Pages: 212
Original Price: USD 109.0
Language: Spanish
Edition: N/A
Item Weight: 291 grams
BISAC Subject(s): General

About The Book

Este libro desarrolla un marco riguroso de la teor�a espectral de grafos para el an�lisis de redes complejas. Mediante el estudio de operadores fundamentales -como el Laplaciano y la matriz de adyacencia-, la obra vincula la topolog�a discreta con la din�mica de sistemas, permitiendo caracterizar propiedades globales a partir del espectro y la geometr�a subyacente del grafo.El contenido integra �lgebra lineal, optimizaci�n y modelado estoc�stico, abarcando desde procesos de difusi�n y random walks hasta la inferencia en estructuras ocultas y la factorizaci�n sobre grafos. Se exploran m�todos avanzados de reducci�n de complejidad, embeddings y aprendizaje profundo en grafos mediante redes neuronales (GNN).M�s all� de la abstracci�n, el texto articula la teor�a con desaf�os reales en ingenier�a y ciencia de datos, como la resiliencia, la estabilidad y la propagaci�n de fallos en sistemas distribuidos. Con un equilibrio entre profundidad formal y claridad expositiva, constituye una base s�lida para la investigaci�n y el desarrollo de modelos en sistemas complejos.

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