Dataset Open Access

Netflow data without sampling for training (D1)

Ignacio; Adrian

MARC21 XML Export

<?xml version='1.0' encoding='UTF-8'?>
<record xmlns="">
  <datafield tag="653" ind1=" " ind2=" ">
    <subfield code="a">NetFlow</subfield>
  <datafield tag="653" ind1=" " ind2=" ">
    <subfield code="a">Dataset</subfield>
  <datafield tag="653" ind1=" " ind2=" ">
    <subfield code="a">DOROTHEA</subfield>
  <datafield tag="653" ind1=" " ind2=" ">
    <subfield code="a">Network traffic</subfield>
  <datafield tag="653" ind1=" " ind2=" ">
    <subfield code="a">Network attacks</subfield>
  <controlfield tag="005">20201020002656.0</controlfield>
  <controlfield tag="001">4106730</controlfield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="0">(orcid)0000-0001-8237-5962</subfield>
    <subfield code="a">Adrian</subfield>
  <datafield tag="856" ind1="4" ind2=" ">
    <subfield code="s">361748333</subfield>
    <subfield code="z">md5:0396cb42f15ef1cf397b31e5c91c5f1b</subfield>
    <subfield code="u"></subfield>
  <datafield tag="542" ind1=" " ind2=" ">
    <subfield code="l">open</subfield>
  <datafield tag="260" ind1=" " ind2=" ">
    <subfield code="c">2020-10-19</subfield>
  <datafield tag="909" ind1="C" ind2="O">
    <subfield code="p">openaire_data</subfield>
    <subfield code="o"></subfield>
  <datafield tag="100" ind1=" " ind2=" ">
    <subfield code="0">(orcid)0000-0002-3154-0144</subfield>
    <subfield code="a">Ignacio</subfield>
  <datafield tag="245" ind1=" " ind2=" ">
    <subfield code="a">Netflow data without sampling for training (D1)</subfield>
  <datafield tag="540" ind1=" " ind2=" ">
    <subfield code="u"></subfield>
    <subfield code="a">Creative Commons Attribution 4.0 International</subfield>
  <datafield tag="650" ind1="1" ind2="7">
    <subfield code="a">cc-by</subfield>
    <subfield code="2"></subfield>
  <datafield tag="520" ind1=" " ind2=" ">
    <subfield code="a">&lt;p&gt;NetFlow traffic generated using&amp;nbsp;&lt;strong&gt;DOROTHEA&lt;/strong&gt;&amp;nbsp;(&lt;strong&gt;DO&lt;/strong&gt;cker-based f&lt;strong&gt;R&lt;/strong&gt;amework f&lt;strong&gt;O&lt;/strong&gt;r ga&lt;strong&gt;TH&lt;/strong&gt;ering n&lt;strong&gt;E&lt;/strong&gt;tflow tr&lt;strong&gt;A&lt;/strong&gt;ffic)&lt;/p&gt;

&lt;p&gt;NetFlow is a network protocol developed by Cisco for the collection and monitoring of network traffic flow data generated. A flow is defined as a unidirectional sequence of packets with some common properties that pass through a network device.&lt;/p&gt;

&lt;p&gt;NetFlow flows have been captured without sampling at the packet level. A sampling means that 1 out of every X packets is selected to be flow while the rest of the packets are not valued.&lt;/p&gt;

&lt;p&gt;The version of NetFlow used to build the datasets is 5.&lt;/p&gt;

&lt;p&gt;In the construction of the datasets, different percentages of flows considered attacks and flows considered normal traffic have been used.&lt;/p&gt;

&lt;p&gt;These datasets have been used to train machine learning models.&lt;/p&gt;</subfield>
  <datafield tag="773" ind1=" " ind2=" ">
    <subfield code="n">doi</subfield>
    <subfield code="i">isVersionOf</subfield>
    <subfield code="a">10.5281/zenodo.4106729</subfield>
  <datafield tag="024" ind1=" " ind2=" ">
    <subfield code="a">10.5281/zenodo.4106730</subfield>
    <subfield code="2">doi</subfield>
  <datafield tag="980" ind1=" " ind2=" ">
    <subfield code="a">dataset</subfield>
All versions This version
Views 134134
Downloads 128128
Data volume 46.3 GB46.3 GB
Unique views 109109
Unique downloads 9090


Cite as