Stochastic Modeling of Scientific Data

Nonfiction, Science & Nature, Mathematics, Probability, Statistics
Cover of the book Stochastic Modeling of Scientific Data by Peter Guttorp, Vladimir N. Minin, CRC Press
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Peter Guttorp, Vladimir N. Minin ISBN: 9781351413657
Publisher: CRC Press Publication: March 29, 2018
Imprint: Chapman and Hall/CRC Language: English
Author: Peter Guttorp, Vladimir N. Minin
ISBN: 9781351413657
Publisher: CRC Press
Publication: March 29, 2018
Imprint: Chapman and Hall/CRC
Language: English

Stochastic Modeling of Scientific Data combines stochastic modeling and statistical inference in a variety of standard and less common models, such as point processes, Markov random fields and hidden Markov models in a clear, thoughtful and succinct manner. The distinguishing feature of this work is that, in addition to probability theory, it contains statistical aspects of model fitting and a variety of data sets that are either analyzed in the text or used as exercises. Markov chain Monte Carlo methods are introduced for evaluating likelihoods in complicated models and the forward backward algorithm for analyzing hidden Markov models is presented. The strength of this text lies in the use of informal language that makes the topic more accessible to non-mathematicians. The combinations of hard science topics with stochastic processes and their statistical inference puts it in a new category of probability textbooks. The numerous examples and exercises are drawn from astronomy, geology, genetics, hydrology, neurophysiology and physics.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

Stochastic Modeling of Scientific Data combines stochastic modeling and statistical inference in a variety of standard and less common models, such as point processes, Markov random fields and hidden Markov models in a clear, thoughtful and succinct manner. The distinguishing feature of this work is that, in addition to probability theory, it contains statistical aspects of model fitting and a variety of data sets that are either analyzed in the text or used as exercises. Markov chain Monte Carlo methods are introduced for evaluating likelihoods in complicated models and the forward backward algorithm for analyzing hidden Markov models is presented. The strength of this text lies in the use of informal language that makes the topic more accessible to non-mathematicians. The combinations of hard science topics with stochastic processes and their statistical inference puts it in a new category of probability textbooks. The numerous examples and exercises are drawn from astronomy, geology, genetics, hydrology, neurophysiology and physics.

More books from CRC Press

Cover of the book Magnesium Alloys as Degradable Biomaterials by Peter Guttorp, Vladimir N. Minin
Cover of the book Creative Motion Graphic Titling by Peter Guttorp, Vladimir N. Minin
Cover of the book 3ds Max Modeling for Games by Peter Guttorp, Vladimir N. Minin
Cover of the book Construction Project Management by Peter Guttorp, Vladimir N. Minin
Cover of the book Location Privacy in Wireless Sensor Networks by Peter Guttorp, Vladimir N. Minin
Cover of the book Electric Power Systems by Peter Guttorp, Vladimir N. Minin
Cover of the book Manufactured Gas Plant Remediation by Peter Guttorp, Vladimir N. Minin
Cover of the book General Practice Today by Peter Guttorp, Vladimir N. Minin
Cover of the book Environmental Toxicity of Nanomaterials by Peter Guttorp, Vladimir N. Minin
Cover of the book Deterministic Learning Theory for Identification, Recognition, and Control by Peter Guttorp, Vladimir N. Minin
Cover of the book Riding the Diabetes Rollercoaster by Peter Guttorp, Vladimir N. Minin
Cover of the book The Journey to Dissertation Success by Peter Guttorp, Vladimir N. Minin
Cover of the book Language Signs and Calming Signals of Horses by Peter Guttorp, Vladimir N. Minin
Cover of the book Comedy for Animators by Peter Guttorp, Vladimir N. Minin
Cover of the book Advanced Heat Transfer by Peter Guttorp, Vladimir N. Minin
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy