{"product_id":"mcmc-from-scratch-von-masanori-hanada-und-so-matsuura","title":"MCMC from Scratch","description":"\n                                \n                \u003cp\u003eThis textbook explains the fundamentals of Markov Chain Monte Carlo (MCMC)  without assuming advanced knowledge of mathematics and programming. MCMC is  a powerful technique that can be used to integrate complicated functions or to handle  complicated probability distributions. MCMC is frequently used in diverse fields where  statistical methods are important – e.g. Bayesian statistics, quantum physics, machine  learning, computer science, computational biology, and mathematical economics. This  book aims to equip readers with a sound understanding of MCMC and enable them  to write simulation codes by themselves.  \u003c\/p\u003e\n                                \n                \n                \u003cp\u003eThe content consists of six chapters. Following Chap. 2, which introduces readers to the Monte Carlo algorithm and highlights the advantages of MCMC, Chap. 3 presents  the general aspects of MCMC. Chap. 4 illustrates the essence of MCMC through  the simple example of the Metropolis algorithm. In turn, Chap. 5explains the HMC  algorithm, Gibbs sampling algorithm and Metropolis-Hastings algorithm, discussing  their pros, cons and pitfalls. Lastly, Chap. 6 presents several applications of MCMC.  Including a wealth of examples and exercises with solutions, as well as sample codes  and further math topics in the Appendix, this book offers a valuable asset for students  and beginners in various fields. \u003c\/p\u003e\n                                \n                \u003cbr\u003e\n                            \n            \u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9789811927171\"\u003e\u003ch3\u003eA Practical Introduction to Markov Chain Monte Carlo\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9789811927140\"\u003e\u003ch3\u003eA Practical Introduction to Markov Chain Monte Carlo\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Softcover - 9789811927171","offer_id":47223218274629,"sku":"9789811927171","price":53.49,"currency_code":"EUR","in_stock":true},{"title":"Hardcover - 9789811927140","offer_id":40642790031453,"sku":"9789811927140","price":58.84,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/fa843061-139c-4f37-8926-eb29ad2264d7.jpg?v=1775629067","url":"https:\/\/shop.autorenwelt.de\/en\/products\/mcmc-from-scratch-von-masanori-hanada-und-so-matsuura","provider":"Autorenwelt Shop","version":"1.0","type":"link"}