{"product_id":"9789819542666","title":"Graphical Models and Causal Discovery with R: 100 Exercises for Building Logic","description":"\u003ch1\u003eGraphical Models and Causal Discovery with R: 100 Exercises for Building Logic\u003c\/h1\u003e \u003ch2\u003eSuzuki, Joe\u003c\/h2\u003e \u003cp\u003e\u003c\/p\u003e\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 R 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\n\u003cp\u003eKey features of this book include:\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eA clear and self-contained introduction, bridging probability, statistics, and modern causal discovery techniques\u003c\/li\u003e\n\u003cli\u003e100 exercises with solutions, supporting self-study and classroom use\u003c\/li\u003e\n\u003cli\u003eReproducible R code, allowing readers to implement and extend the methods themselves\u003c\/li\u003e\n\u003cli\u003eIntuitive figures and visual explanations that clarify abstract concepts\u003c\/li\u003e\n\u003cli\u003eBroad coverage of applications within statistics and data science, connecting rigorous theory with modern machine learning and causal inference\u003c\/li\u003e\n\u003c\/ul\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2026-04-07\u003c\/p\u003e \u003cp\u003eFormat: Paperback\u003c\/p\u003e \u003cp\u003eISBN-13: 9789819542666\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-981-95-4267-3\u003c\/p\u003e \u003cp\u003eDimensions: 235cm x155cm\u003c\/p\u003e \u003cp\u003ePages: 199\u003c\/p\u003e ","brand":"Springer Nature Singapore","offers":[{"title":"Default Title","offer_id":44542729224332,"sku":"9789819542666","price":58.49,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9789819542666_3cb74f5d-95b1-4b76-9ef0-215a581b03cd.jpg?v=1777386861","url":"https:\/\/lateknightbooks.com\/products\/9789819542666","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}