000760269 000__ 04567cam\a2200517Mi\4500 000760269 001__ 760269 000760269 005__ 20230306142110.0 000760269 006__ m\\\\\o\\d\\\\\\\\ 000760269 007__ cr\un\nnnunnun 000760269 008__ 160831s2016\\\\cau\\\\\o\\\\\000\0\eng\d 000760269 019__ $$a957557768 000760269 020__ $$a1484213114$$q(electronic book) 000760269 020__ $$a9781484213117$$q(electronic book) 000760269 020__ $$z1484213122 000760269 020__ $$z9781484213124 000760269 035__ $$aSP(OCoLC)ocn957655955 000760269 035__ $$aSP(OCoLC)957655955$$z(OCoLC)957557768 000760269 040__ $$aIDEBK$$beng$$erda$$cIDEBK$$dN$T$$dEBLCP$$dN$T 000760269 049__ $$aISEA 000760269 050_4 $$aHF4999.2-6182 000760269 050_4 $$aHD69.B87 000760269 08204 $$a650 000760269 1001_ $$aDinsmore, Thomas W. 000760269 24510 $$aDisruptive analytics$$h[electronic resource] :$$bcharting your strategy for next-generation business analytics /$$cby Thomas W. Dinsmore. 000760269 264_1 $$a[Berkeley, CA]$$bApress/Springer Science and Business Media :$$bApress,$$c2016. 000760269 300__ $$a1 online resource. 000760269 336__ $$atext$$btxt$$2rdacontent 000760269 337__ $$acomputer$$bc$$2rdamedia 000760269 338__ $$aonline resource$$bcr$$2rdacarrier 000760269 5050_ $$aAbout the Author; About the Technical Reviewer; Acknowledgments; Introduction; Chapter 1: Fundamentals; Disruptive Innovation; The Demand for Data-Driven Insight; Developing a Business Strategy; Managing a Business Unit; Optimizing Business Processes; Developing Products and Services; Differentiating Products and Services; The Analytics Value Chain; Acquiring Data; Data Sources; Data Extraction; Data Cleansing; Data Structuring; Data Consolidation; Managing Data; Delivering Insight; Business Intelligence; Self-Service Discovery; Machine Learning; Overview of the Book 000760269 5058_ $$aChapter 2: A Short History of AnalyticsBefore the Data Warehouse; Birth of the Relational Database; Early Business Intelligence; Early Statistics and Machine Learning; Disruptive Analytics: Credit Scoring; The Data Warehouse Era; The Enterprise Data Warehouse Movement; Appliances and Columnar Datastores; MOLAP and ROLAP; Statistics, Machine Learning, and Data Mining; Disruptive Analytics: Fraud Detection; Key Trends Today; Digital Transformation of Business; The Data Tsunami; Summary; Chapter 3: Open Source Analytics; Open Source Fundamentals; Definitions; Project Governance 000760269 5058_ $$aOpen Source LicensesCode Management and Distribution; Donated Software; The Business of Open Source; Community Open Source; Commercial and Hybrid Open Source; Open Source Analytics; The R Project; Python; Scala; The Disruptive Power of Open Source; Chapter 4: The Hadoop Ecosystem; Hadoop and its Ecosystem; Apache Hadoop; Hadoop 2.0; Powered by Hadoop; Performance Improvements; The Economics of Hadoop; NoSQL Datastores; Analytics in Hadoop; Hadoop 1.0; Apache Hive; Apache Pig; Apache Mahout; Apache Giraph; Datameer; Hadoop 2.0; Apache Spark; Apache Impala; Apache Drill; Presto; Summary 000760269 5058_ $$aChapter 5: In-Memory AnalyticsIn-Memory Databases; Apache Spark; Capabilities; SQL Processing; Streaming Analytics; Machine Learning; Graph Analytics; Spark in Action; Apache Arrow; Alluxio; Apache Ignite; The New In-Memory Analytics; Chapter 6: Streaming Analytics; A Short History of Streaming Analytics; Fundamentals of Streaming Analytics; Stream Processing; Streaming Operations; Complex Event Processing; Streaming Machine Learning; Anomaly Detection; Streaming Data Sources; Apache ActiveMQ; Apache Kafka; Amazon Kinesis; RabbitMQ; Streaming Analytics Platforms; Apache Apex; Apache Flink 000760269 5058_ $$aApache SamzaApache Spark Streaming; Apache Storm; Streaming Analytics in Action; Streaming Economics; Chapter 7: Analytics in the Cloud; Cloud Computing Fundamentals; The Business Case for Cloud; Cloud Economics; Data Movement; Security; Analytics in the Public Cloud; Amazon Web Services; Storage Services; Compute Services; Hadoop Services; Database Services; Business Intelligence Services; Machine Learning Services; Marketplace; Microsoft Azure; Storage Services; Compute Services; Hadoop Services; Database Services; Business Intelligence Services; Machine Learning Services 000760269 506__ $$aAccess limited to authorized users. 000760269 650_0 $$aBusiness analysts. 000760269 650_0 $$aManagement science. 000760269 650_0 $$aKnowledge management. 000760269 650_0 $$aManagement information systems. 000760269 650_0 $$aData mining. 000760269 650_0 $$aInformation retrieval. 000760269 650_0 $$aComputer simulation. 000760269 852__ $$bebk 000760269 85640 $$3SpringerLink$$uhttps://univsouthin.idm.oclc.org/login?url=http://link.springer.com/10.1007/978-1-4842-1311-7$$zOnline Access$$91397441.1 000760269 909CO $$ooai:library.usi.edu:760269$$pGLOBAL_SET 000760269 980__ $$aEBOOK 000760269 980__ $$aBIB 000760269 982__ $$aEbook 000760269 983__ $$aOnline 000760269 994__ $$a92$$bISE