Handbook of Probabilistic Models (Heftet)

Innbinding: Heftet
Utgivelsesår: 2019
Antall sider: 590
Forlag: Elsevier - Health Sciences Division
Språk: Engelsk
ISBN/EAN: 9780128165140
Kategori: Teknologi, transport og landbruk , Data og Matematikk
Omtale Handbook of Probabilistic Models
Handbook of Probabilistic Models carefully examines the application of advanced probabilistic models in conventional engineering fields. In this comprehensive handbook, practitioners, researchers and scientists will find detailed explanations of technical concepts, applications of the proposed methods, and the respective scientific approaches needed to solve the problem. This book provides an interdisciplinary approach that creates advanced probabilistic models for engineering fields, ranging from conventional fields of mechanical engineering and civil engineering, to electronics, electrical, earth sciences, climate, agriculture, water resource, mathematical sciences and computer sciences.

Specific topics covered include minimax probability machine regression, stochastic finite element method, relevance vector machine, logistic regression, Monte Carlo simulations, random matrix, Gaussian process regression, Kalman filter, stochastic optimization, maximum likelihood, Bayesian inference, Bayesian update, kriging, copula-statistical models, and more.

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