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Introduction to Data Stream Mining

Albert Bifet
August 25, 2012

Introduction to Data Stream Mining

Albert Bifet

August 25, 2012
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  1. Motivation Memory unit Size Binary size kilobyte (kB/KB) 103 210

    megabyte (MB) 106 220 gigabyte (GB) 109 230 terabyte (TB) 1012 240 petabyte (PB) 1015 250 exabyte (EB) 1018 260 zettabyte (ZB) 1021 270 yottabyte (YB) 1024 280 Data is growing
  2. Big Data McKinsey Global Institute (MGI) Report on Big Data,

    2011. Big data refers to datasets whose size is beyond the ability of typical database software tools to capture, store, manage, and analyze.
  3. Big Data McKinsey Global Institute (MGI) Report on Big Data,

    2011. Big data refers to datasets whose size is beyond the ability of typical database software tools to capture, store, manage, and analyze.
  4. Time and Memory Number 8 Wire Mentality Time and memory

    are the resource dimensions of the process.
  5. Applications sensor data: industry, cities telecomm data social networks: twitter,

    facebook, yahoo marketing: sales business Data may come from: humans, sensors, or machines.