Theory of Stochastic Objects: Probability, Stochastic Processes and Inference

ISBN-13: 9781466515208 / Angielski / Twarda / 2017 / 378 str.

Athanasios Christou Micheas

Opis

This book introduces the theory of point processes and random objects. It begins by providing necessary background on inference, probability, measure theory, and stochastic processes. It then covers point process theory, including marked and spatio-temporal point processes. Lastly, the text discusses random objects and shape analysis. Written at the graduate level, this book presents the material in a concise and intuitive way, with many simulations, sample computations, and figures to illustrate the theory.

Spis treści

1.Rudimentary Models and Simulation Methods 2. Statistical Inference 3.Measure and Integration Theory 4. Probability Theory 5. Convergence of Random Objects 6. Random SequencesStochastic Processes 7. Appendix

O autorze

Athanasios Christou Micheas is Associate Professor of Statistics at the University of Missouri.