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Book Cover
E-book
Author Somani, Arun K

Title Big Data Analytics : Tools and Technology for Effective Planning
Published Milton : CRC Press, 2017

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Description 1 online resource (414 pages)
Series Chapman & Hall/CRC Big Data Series
Chapman & Hall/CRC big data series.
Contents Cover -- Half Title -- Title Page -- Copyright Page -- Table of Contents -- Preface -- About the Editors -- Contributors -- Chapter 1: Challenges in Big Data -- Introduction -- Background -- Goals and Challenges of Analyzing Big Data -- Paradigm Shifts -- Organization of This Paper -- Algorithms for Big Data Analytics -- k-Means -- Classification Algorithms: k-NN -- Application of Big Data: A Case Study -- Economics and Finance -- Other Applications -- Salient Features of Big Data -- Heterogeneity -- Noise Accumulation
Spurious Correlation Coincidental Endogeneity -- Impact on Statistical Thinking -- Independence Screening -- Dealing with Incidental Endogeneity -- Impact on Computing Infrastructure -- Literature Review -- MapReduce -- Cloud Computing -- Impact on Computational Methods -- First-Order Methods for Non-Smooth Optimization -- Dimension Reduction and Random Projection -- Future Perspectives and Conclusion -- Existing Methods -- Proposed Methods -- Probabilistic Graphical Modeling -- Mining Twitter Data: From Content to Connections
Late Work: Location-Specific Tweet Detection and Topic Summarization in Twitter Tending to Big Data Challenges in Genome Sequencing and RNA Interaction Prediction -- Single-Cell Genome Sequencing -- RNA Structure and RNAâ#x80;#x93;RNA Association Expectation -- Identifying Qualitative Changes in Living Systems -- Acknowledgments -- References -- Additional References for Researchers and  Advanced Readers for Further Reading -- Key Terminology and Definitions -- Chapter 2: Challenges in Big Data Analytics -- Introduction -- Data Challenges -- Storing the Data
Velocity of the Data Data Variety -- Computational Power -- Understanding the Data -- Data Quality -- Data Visualization -- Management Challenges -- Leadership -- Talent Management -- Technology -- Decision Making -- Company Culture -- Process Challenges -- Introduction to Hadoop -- Why Not a Data Warehouse for Big Data? -- What Is Hadoop? -- How Does Hadoop Tackle Big Data Challenges? -- Storage Problem -- Various Data Formats -- Processing the Sheer Volume of Data -- Cost Issues -- Capturing the Data
Durability Problem Scalability Issues -- Issues in Analyzing Big Data -- HDFS -- Architecture -- MapReduce -- Hadoop: Pros and Cons -- Other Big Data-Related Projects -- Data Formats -- Apache Avro -- Apache Parquet -- Data Ingestion -- Apache Flume -- Apache Sqoop -- Data Processing -- Apache Pig -- Apache Hive -- Apache Crunch -- Apache Spark -- Storage -- HBase -- Coordination -- ZooKeeper -- References -- Chapter 3: Big Data Reference Model -- Introduction into Big Data Management Reference Model
Notes ""Information Visualization Based on the IVIS4BigData Reference Model ""
Print version record
Subject Big data.
Big data
Form Electronic book
Author Deka, Ganesh Chandra
ISBN 9781351180320
1351180320