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Gaussian processes

  • Stochastic Analysis for Gaussian Random Processes and Fieldsby Vidyadhar S. Mandrekar; Leszek Gawarecki

    CRC Press 2015; US$ 99.95

    Stochastic Analysis for Gaussian Random Processes and Fields: With Applications presents Hilbert space methods to study deep analytic properties connecting probabilistic notions. In particular, it studies Gaussian random fields using reproducing kernel Hilbert spaces (RKHSs). The book begins with preliminary results on covariance and associated... more...

  • Protein Homology Detection Through Alignment of Markov Random Fieldsby Jinbo Xu; Sheng Wang; Jianzhu Ma

    Springer International Publishing 2015; US$ 48.01

    This work covers sequence-based protein homology detection, a fundamental and challenging bioinformatics problem with a variety of real-world applications. The text first surveys a few popular homology detection methods, such as Position-Specific Scoring Matrix (PSSM) and Hidden Markov Model (HMM) based methods, and then describes a novel Markov Random... more...

  • Random Fields and Stochastic Lagrangian Modelsby Karl K. Sabelfeld; Nikolai A. Simonov

    De Gruyter 2013; US$ 210.00

    The book presents advanced stochastic models and simulation methods for random flows and transport of particles by turbulent velocity fields and flows in porous media. Two main classes of models are constructed: (1) turbulent flows are modeled as synthetic random fields which have certain statistics and features mimicing those of turbulent... more...

  • Lectures on Gaussian Processesby Mikhail Lifshits

    Springer Berlin Heidelberg 2012; US$ 48.01

    Gaussian processes can be viewed as a  far-reaching infinite-dimensional extension of classical normal random variables. Their theory presents a powerful range of tools for probabilistic modelling in various academic and technical domains such as Statistics, Forecasting, Finance, Information Transmission, Machine Learning - to mention just a few. The... more...

  • Counting Processes and Survival Analysisby Thomas R. Fleming; David P. Harrington

    Wiley 2011; US$ 163.00 US$ 141.27

    The Wiley-Interscience Paperback Series consists of selected books that have been made more accessible to consumers in an effort to increase global appeal and general circulation. With these new unabridged softcover volumes, Wiley hopes to extend the lives of these works by making them available to future generations of statisticians, mathematicians,... more...

  • Wiener Chaos: Moments, Cumulants and Diagramsby Giovanni Peccati; Murad Taqqu

    Springer Milan 2011; US$ 97.14

    The concept of Wiener chaos generalizes to an infinite-dimensional setting the properties of orthogonal polynomials associated with probability distributions on the real line. It plays a crucial role in modern probability theory, with applicationsranging from Malliavin calculus to stochastic differential equations and fromprobabilistic approximations... more...

  • Poisson Point Processesby Roy L. Streit

    Springer US 2010; US$ 145.16

    This overview of non-homogeneous and multidimensional Poisson point processes and their applications features mathematical tools and applications from emission- and transmission-computed tomography to multiple target tracking and distributed sensor detection. more...

  • The Gaussian Approximation Potentialby Albert Bartók-Pártay

    Springer Berlin Heidelberg 2010; US$ 100.49

    The framework of Gaussian Approximation Potentials developed in this thesis allows us to generate interatomic potentials automatically, based on quantum mechanical data. The method has already been successfully applied to semiconductors and metals. more...

  • Level Sets and Extrema of Random Processes and Fieldsby Jean-Marc Azais; Mario Wschebor

    Wiley 2009; US$ 149.00 US$ 129.13

    A timely and comprehensive treatment of random field theory with applications across diverse areas of study Level Sets and Extrema of Random Processes and Fields discusses how to understand the properties of the level sets of paths as well as how to compute the probability distribution of its extremal values, which are two general classes of problems... more...

  • Random Fields and Geometryby R. J. Adler; Jonathan E. Taylor

    Springer New York 2009; US$ 90.36

    This monograph is devoted to a completely new approach to geometric problems arising in the study of random fields. The groundbreaking material in Part III, for which the background is carefully prepared in Parts I and II, is of both theoretical and practical importance, and striking in the way in which problems arising in geometry and probability... more...