Handbook of Probabilistic Models
  • Author : Pijush Samui
  • Release Date : 05 October 2019
  • Publisher : Butterworth-Heinemann
  • Genre : Computers
  • Pages : 590
  • ISBN 13 : 9780128165461

Handbook of Probabilistic Models Book Summary

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. Explains the application of advanced probabilistic models encompassing multidisciplinary research Applies probabilistic modeling to emerging areas in engineering Provides an interdisciplinary approach to probabilistic models and their applications, thus solving a wide range of practical problems

Handbook of Probabilistic Models

Handbook of Probabilistic Models

Author : Pijush Samui,Dieu Tien Bui,Subrata Chakraborty,Ravinesh C. Deo
Publisher : Butterworth-Heinemann
Genre : Computers
Total View : 1447 Views
File Size : 42,9 Mb
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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 ...

Handbook of Graphical Models

Handbook of Graphical Models

Author : Marloes Maathuis,Mathias Drton,Steffen Lauritzen,Martin Wainwright
Publisher : CRC Press
Genre : Mathematics
Total View : 2215 Views
File Size : 50,6 Mb
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A graphical model is a statistical model that is represented by a graph. The factorization properties underlying graphical models facilitate tractable computation with multivariate distributions, making the models a valuable tool with a plethora of applications. Furthermore, directed graphical models allow intuitive causal interpretations and have become a cornerstone for ...

Probabilistic Techniques in Exposure Assessment

Probabilistic Techniques in Exposure Assessment

Author : Alison C. Cullen,H. Christopher Frey,Christopher H. Frey
Publisher : Springer Science & Business
Genre : Medical
Total View : 8603 Views
File Size : 44,7 Mb
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In this text, experts provide a complete sourcebook on methods for addressing variability and uncertainty in exposure analysis....

Handbook of Mixed Membership Models and Their Applications

Handbook of Mixed Membership Models and Their Applications

Author : Edoardo M. Airoldi,David Blei,Elena A. Erosheva,Stephen E. Fienberg
Publisher : CRC Press
Genre : Computers
Total View : 1052 Views
File Size : 48,7 Mb
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In response to scientific needs for more diverse and structured explanations of statistical data, researchers have discovered how to model individual data points as belonging to multiple groups. Handbook of Mixed Membership Models and Their Applications shows you how to use these flexible modeling tools to uncover hidden patterns in ...

Handbook of Food and Bioprocess Modeling Techniques

Handbook of Food and Bioprocess Modeling Techniques

Author : Shyam S. Sablani,Ashim K. Datta,M. Shafiur Rahman,Arun S. Mujumdar
Publisher : CRC Press
Genre : Science
Total View : 3264 Views
File Size : 55,8 Mb
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With the advancement of computers, the use of modeling to reduce time and expense, and improve process optimization, predictive capability, process automation, and control possibilities, is now an integral part of food science and engineering. New technology and ease of use expands the range of techniques that scientists and researchers ...

Handbook of Statistical Genomics

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Author : David J. Balding,Ida Moltke,John Marioni
Publisher : John Wiley & Sons
Genre : Science
Total View : 2579 Views
File Size : 43,6 Mb
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A timely update of a highly popular handbook on statistical genomics This new, two-volume edition of a classic text provides a thorough introduction to statistical genomics, a vital resource for advanced graduate students, early-career researchers and new entrants to the field. It introduces new and updated information on developments that ...

Introduction to Probability Models

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Author : Sheldon M. Ross
Publisher : Academic Press
Genre : Mathematics
Total View : 3899 Views
File Size : 41,5 Mb
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Introduction to Probability Models, Tenth Edition, provides an introduction to elementary probability theory and stochastic processes. There are two approaches to the study of probability theory. One is heuristic and nonrigorous, and attempts to develop in students an intuitive feel for the subject that enables him or her to think ...

Probabilistic Structural Mechanics Handbook

Probabilistic Structural Mechanics Handbook

Author : C.R. Sundararajan
Publisher : Springer Science & Business Media
Genre : Technology & Engineering
Total View : 8250 Views
File Size : 47,7 Mb
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The need for a comprehensive book on probabilistic structural mechanics that brings together the many analytical and computational methods developed over the years and their applications in a wide spectrum of industries-from residential buildings to nuclear power plants, from bridges to pressure vessels, from steel structures to ceramic structures-became evident ...