Modern Methodology and Applications in Spatial-Temporal Modeling

Language: English

Published by Springer, Springer Jan 2016, 2016

443155338X / 9784431553380

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This item is printed on demand - Print on Demand Titel. Neuware -¿This book provides a modern introductory tutorial on specialized methodological and applied aspects of spatial and temporal modeling. The areas covered involve a range of topics which reflect the diversity of this domain of research across a number of quantitative disciplines. For instance, the first chapter deals with non-parametric Bayesian inference via a recently developed framework known as kernel mean embedding which has had a significant influence in machine learning disciplines. The second chapter takes up non-parametric statistical methods for spatial field reconstruction and exceedance probability estimation based on Gaussian process-based models in the context of wireless sensor network data. The third chapter presents signal-processing methods applied to acoustic mood analysis based on music signal analysis. The fourth chapter covers models that are applicable to time series modeling in the domain of speech and language processing. This includes aspects of factor analysis, independent component analysis in an unsupervised learning setting. The chapter moves on to include more advanced topics on generalized latent variable topic models based on hierarchical Dirichlet processes which recently have been developed in non-parametric Bayesian literature. The final chapter discusses aspects of dependence modeling, primarily focusing on the role of extreme tail-dependence modeling, copulas, and their role in wireless communications system models.Springer-Verlag KG, Sachsenplatz 4-6, 1201 Wien 128 pp. Englisch.

Seller Inventory # 9784431553380

Title
Modern Methodology and Applications in Spatial-Temporal Modeling
Author
Gareth William Peters
Publisher
Springer, Springer Jan 2016
Publication year
2016
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
443155338X
ISBN 13
9784431553380
Item weight
230 grams
Dimensions
235x155x7 mm

buchversandmimpf2000

Emtmannsberg, BAYE, Germany

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