{"product_id":"9781800615069","title":"PROGRAMMING BIG DATA APPLICATIONS: Scalable Tools and Frameworks for Your Needs","description":"\u003cp\u003eIn the age of the Internet of Things and social media platforms, huge amounts of digital data are generated by and collected from many sources, including sensors, mobile devices, wearable trackers and security cameras. These data, commonly referred to as big data, are challenging current storage, processing and analysis capabilities. New models, languages, systems and algorithms continue to be developed to effectively collect, store, analyze and learn from big data.\u003c\/p\u003e\u003cp\u003eProgramming Big Data Applications introduces and discusses models, programming frameworks and algorithms to process and analyze large amounts of data. In particular, the book provides an in-depth description of the properties and mechanisms of the main programming paradigms for big data analysis, including MapReduce, workflow, BSP, message passing, and SQL-like. Through programming examples it also describes the most used frameworks for big data analysis like Hadoop, Spark, MPI, Hive and Storm. Each of the different systems is discussed and compared, highlighting their main features, their diffusion (both within their community of developers and among users), and their main advantages and disadvantages in implementing big data analysis applications.\u003c\/p\u003e\u003cp\u003e\u003cb\u003eContents:\u003c\/b\u003e \u003c\/p\u003e\u003cul\u003e\n\u003cli\u003ePreface\u003c\/li\u003e\n\u003cli\u003eAbout the Authors\u003c\/li\u003e\n\u003cli\u003eAcknowledgments\u003c\/li\u003e\n\u003cli\u003eList of Figures\u003c\/li\u003e\n\u003cli\u003eList of Tables\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003e\u003ci\u003eIntroduction:\u003c\/i\u003e\u003c\/b\u003e\u003cul\u003e\n\u003cli\u003eMotivation and Goals\u003c\/li\u003e\n\u003cli\u003eMain Topics\u003c\/li\u003e\n\u003cli\u003eAudience and Organization\u003c\/li\u003e\n\u003cli\u003eOnline Resources\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003e\u003ci\u003eBig Data Concepts:\u003c\/i\u003e\u003c\/b\u003e\u003cul\u003e\n\u003cli\u003eBig Data Principles and Features\u003c\/li\u003e\n\u003cli\u003eData Science Concepts\u003c\/li\u003e\n\u003cli\u003eBig Data Storage\u003c\/li\u003e\n\u003cli\u003eScalable Data Analysis\u003c\/li\u003e\n\u003cli\u003eParallel Computing\u003c\/li\u003e\n\u003cli\u003eCloud Computing\u003c\/li\u003e\n\u003cli\u003eToward Exascale Computing\u003c\/li\u003e\n\u003cli\u003eParallel and Distributed Machine Learning\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003e\u003ci\u003eProgramming Models for Big Data:\u003c\/i\u003e\u003c\/b\u003e\u003cul\u003e\n\u003cli\u003eParallel Programming for Big Data Applications\u003c\/li\u003e\n\u003cli\u003eThe MapReduce Model\u003c\/li\u003e\n\u003cli\u003eThe Workflow Model\u003c\/li\u003e\n\u003cli\u003eThe Message-Passing Model\u003c\/li\u003e\n\u003cli\u003eThe BSP Model\u003c\/li\u003e\n\u003cli\u003eThe SQL-Like Model\u003c\/li\u003e\n\u003cli\u003eThe PGAS Model\u003c\/li\u003e\n\u003cli\u003eModels for Exascale Systems\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003e\u003ci\u003eTools for Big Data applications:\u003c\/i\u003e\u003c\/b\u003e\u003cul\u003e\n\u003cli\u003eIntroduction\u003c\/li\u003e\n\u003cli\u003eMapReduce-based Programming Tools\u003c\/li\u003e\n\u003cli\u003eWorkflow-based Programming Tools\u003c\/li\u003e\n\u003cli\u003eMessage Passing-based Programming Tools\u003c\/li\u003e\n\u003cli\u003eBSP-based Programming Tools\u003c\/li\u003e\n\u003cli\u003eSQL-like Programming Tools\u003c\/li\u003e\n\u003cli\u003ePGAS-based Programming Tools\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003e\u003ci\u003eComparing Programming Tools:\u003c\/i\u003e\u003c\/b\u003e\u003cul\u003e\n\u003cli\u003eIntroduction\u003c\/li\u003e\n\u003cli\u003eComparative Analysis of the System Features\u003c\/li\u003e\n\u003cli\u003eComparative Analysis through Application Examples\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003e\u003ci\u003eChoosing the Right Framework to Tame Big Data:\u003c\/i\u003e\u003c\/b\u003e\u003cul\u003e\n\u003cli\u003eThe Input Data\u003c\/li\u003e\n\u003cli\u003eThe Application Class\u003c\/li\u003e\n\u003cli\u003eThe Infrastructure\u003c\/li\u003e\n\u003cli\u003eOther Factors\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003eSupplementary Material\u003c\/li\u003e\n\u003cli\u003eBibliography\u003c\/li\u003e\n\u003cli\u003eIndex\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cb\u003eReadership:\u003c\/b\u003e Undergraduate and graduate students in computer science, computer engineering, data science, and data engineering. PhD students and researchers in computer science and engineering, and data science. \u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eKey Features:\u003c\/b\u003e\u003c\/p\u003e\u003cul\u003e \u003cli\u003eHelps designers and developers in programming Big Data applications by identifying and selecting the best\/appropriate programming tool based on their skills, hardware availability, application domains and purposes, and also considering the support provided by the developer community\u003c\/li\u003e \u003cli\u003ePresents real programming examples for each programming language\/framework to show how Big Data applications can be developed\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"WSPC (EUROPE)","offers":[{"title":"Default Title","offer_id":46575343337713,"sku":"9781800615069","price":39.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0674\/5433\/7265\/files\/9781800615069_p0.jpg?v=1765600311","url":"https:\/\/shop.barnesandnoble.com\/products\/9781800615069","provider":"Barnes \u0026 Noble","version":"1.0","type":"link"}