High-Performance Machine Learning for Large-Scale Data Classification considering Class Imbalance

<table class="table-group" id="tab1"><tr><td><table class="table"><tr><td class="thead-hr" colspan="2"><hr/></td></tr><tr class="thead"><td class="align_left">Standalone environment</td><td class="align_center">Distributed environment</td></tr><tr><td class="thead-hr" colspan="2"><hr/></td></tr><tr><td class="align_left"> </td><td class="align_center">CPU:  Intel Core i5 2.5 GHz</td></tr><tr><td class="align_left">CPU: Intel Core i5-8250U 1.6 GHz</td><td class="align_center">MEM: 16 GB</td></tr><tr><td class="align_left">MEM: 8 GB</td><td class="align_center">OS: Ubuntu 16.04 64 bit</td></tr><tr><td class="align_left">OS: Win 10 64 bit</td><td class="align_center">Hadoop: 2.9.1</td></tr><tr><td class="align_left">Python: 3.6.6</td><td class="align_center">Python: 3.5.2</td></tr><tr><td class="align_left"> </td><td class="align_center">Node no.: 4</td></tr><tr class="table-tr"><td colspan="2"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

<div>Details of the experimental environment.</div>

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Table 1

Table 1: High-Performance Machine Learning for Large-Scale Data Classification considering Class Imbalance 