{"product_id":"9783031435423","title":"Studies in Big Data: Design Principles and Patterns for Big Data Applications","description":"\u003ch1\u003eStudies in Big Data: Design Principles and Patterns for Big Data Applications\u003c\/h1\u003e \u003ch2\u003eIshikawa, Hiroshi\u003c\/h2\u003e \u003cp\u003eThis book focuses in detail on data science and data analysis and emphasizes the importance of data engineering and data management in the design of big data applications. The author uses patterns discovered in a collection of big data applications to provide design principles for hypothesis generation, integrating big data processing and management, machine learning and data mining techniques.\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\n\nThe book proposes and explains innovative principles for interpreting hypotheses by integrating micro-explanations (those based on the explanation of analytical models and individual decisions within them) with macro-explanations (those based on applied processes and model generation). Practical case studies are used to demonstrate how hypothesis-generation and -interpretation technologies work. These are based on “social infrastructure” applications like in-bound tourism, disaster management, lunar and planetary exploration, and treatment of infectious diseases.\u003cp\u003e\u003c\/p\u003e\n\n\u003cp\u003eThe novel methods and technologies proposed in \u003ci\u003eHypothesis Generation and Interpretation\u003c\/i\u003e are supported by the incorporation of historical perspectives on science and an emphasis on the origin and development of the ideas behind their design principles and patterns. \u003c\/p\u003e\n\nAcademic investigators and practitioners working on the further development and application of hypothesis generation and interpretation in big data computing, with backgrounds in data science and engineering, or the study of problem solving and scientific methods or who employ those ideas in fields like machine learning will find this book of considerable interest.\u003cp\u003e\u003c\/p\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2025-02-02\u003c\/p\u003e \u003cp\u003eFormat: Paperback\u003c\/p\u003e \u003cp\u003eISBN-13: 9783031435423\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-3-031-43540-9\u003c\/p\u003e \u003cp\u003eDimensions: 235cm x155cm\u003c\/p\u003e \u003cp\u003ePages: 372\u003c\/p\u003e ","brand":"Springer International Publishing","offers":[{"title":"Default Title","offer_id":45383304118412,"sku":"9783031435423","price":179.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9783031435423.jpg?v=1777994057","url":"https:\/\/fh90cf-fv.myshopify.com\/products\/9783031435423","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}