{"product_id":"9789819553075","title":"Graphical Models and Causal Discovery with Python 100 Exercises for Building Logic","description":"\u003ch1\u003eGraphical Models and Causal Discovery with Python\u003c\/h1\u003e\u003ch2\u003e100 Exercises for Building Logic\u003c\/h2\u003e\u003ch3\u003eJoe Suzuki\u003c\/h3\u003e\u003cdiv\u003e\u003cb\u003eComputers \/ Computer Science\u003c\/b\u003e\u003c\/div\u003e\u003cbr\u003e\u003cdiv\u003e\n\u003cp\u003eBeginning with a gentle introduction to causal discovery and the foundations of probability and statistics, this textbook is written in a highly pedagogical way. By uniting probability theory, statistical inference, and graph theory, the book offers a systematic pathway from foundational principles to cutting-edge algorithms, including independence tests, the PC algorithm, LiNGAM, information criteria, and Bayesian methods. Far more than a theoretical treatment, this volume emphasizes hands-on learning through Python implementations, carefully designed exercises with solutions, and intuitive graphical illustrations. Readers will gain the ability to see, run, and understand causal discovery methods in practice. \u003c\/p\u003e\r\n\u003cp\u003eKey features of this book include:\u003c\/p\u003e\r\n\u003cul\u003e\r\n\u003cli\u003eA clear and self-contained introduction, bridging probability, statistics, and modern causal discovery techniques\u003c\/li\u003e\r\n\u003cli\u003e100 exercises with solutions, supporting self-study and classroom use\u003c\/li\u003e\r\n\u003cli\u003eReproducible Python code, allowing readers to implement and extend the methods themselves\u003c\/li\u003e\r\n\u003cli\u003eIntuitive figures and visual explanations that clarify abstract concepts\u003c\/li\u003e\r\n\u003cli\u003eBroad coverage of applications within statistics and data science, connecting rigorous theory with modern machine learning and causal inference\u003c\/li\u003e\r\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003cp\u003eJoe Suzuki is a professor of statistics at Osaka University, Japan. \u003c\/p\u003e\r\n\u003cdiv\u003e \u003c\/div\u003e\n\u003c\/div\u003e\u003cbr\u003e\u003ctable\u003e\n\u003ctr\u003e\n\u003ctd\u003ePublication Date: \u003c\/td\u003e\n\u003ctd\u003e02 June 2026\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ePublisher: \u003c\/td\u003e\n\u003ctd\u003eSpringer Nature Singapore\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eImprint: \u003c\/td\u003e\n\u003ctd\u003eSpringer\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eISBN-13: \u003c\/td\u003e\n\u003ctd\u003e9789819553075\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eFormat: \u003c\/td\u003e\n\u003ctd\u003ePaperback \/ softback\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ePage Count: \u003c\/td\u003e\n\u003ctd\u003e195\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003c\/table\u003e","brand":"Springer Nature Singapore","offers":[{"title":"Default Title","offer_id":44720743383180,"sku":"9789819553075","price":58.49,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9789819553075.jpg?v=1781087832","url":"https:\/\/fh90cf-fv.myshopify.com\/products\/9789819553075","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}