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    <p>ISPs sometimes offer more performance when a customer is doing a
      load test than any other time. The authors of this paper use a
      machine-learning model to detect "fake" bandwidth using 20 days of
      logs.</p>
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          <p><small class="site" style="font-weight:lighter;"><a class="moz-txt-link-abbreviated" href="http://www.researchgate.net">www.researchgate.net</a></small></p>
          <p> <a href="#"
              style="font-weight:600; text-decoration:none;"><big
                class="title">(PDF) Optimisation of Network Logs for
                Fake Bandwidth Classification using CNN</big></a> </p>
          <p class="description">PDF | The goal of this study is to
            enhance the classification accuracy of fake bandwidth using
            a CNN model, leveraging network logs collected in... | Find,
            read and cite all the research you need on ResearchGate</p>
          <p> <a
href="https://www.researchgate.net/publication/392480826_Optimisation_of_Network_Logs_for_Fake_Bandwidth_Classification_using_CNN"
              class="url"
style="display:inline-block; text-decoration:none; text-indent:-2ch; margin-inline:2ch;"
              title="www.researchgate.net">🔗
https://www.researchgate.net/publication/392480826_Optimisation_of_Network_Logs_for_Fake_Bandwidth_Classification_using_CNN</a>
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    <p> The work also looks at the possibility of using the "real"
      bandwidth to guide allocation and keep the QoS high</p>
    <p>--dave<br>
    </p>
    <p></p>
    <pre class="moz-signature" cols="72">-- 
David Collier-Brown,         | Always do right. This will gratify
System Programmer and Author | some people and astonish the rest
<a class="moz-txt-link-abbreviated" href="mailto:davecb@spamcop.net">davecb@spamcop.net</a>           |              -- Mark Twain</pre>
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