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Big Data Fundamentals: Concepts, Drivers & Techniques by Paul Buhler, Wajid Khattak, Thomas Erl

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Chapter 8. Big Data Analysis Techniques

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Quantitative Analysis

Qualitative Analysis

Data Mining

Statistical Analysis

Machine Learning

Semantic Analysis

Visual Analysis

Big Data analysis blends traditional statistical data analysis approaches with computational ones. Statistical sampling from a population is ideal when the entire dataset is available, and this condition is typical of traditional batch processing scenarios. However, Big Data can shift batch processing to realtime processing due to the need to make sense of streaming data. With streaming data, the dataset accumulates over time, and the data is time-ordered. Streaming data places an ...

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