Dataset Open Access
Koncar, Philipp
<?xml version='1.0' encoding='UTF-8'?> <record xmlns="http://www.loc.gov/MARC21/slim"> <leader>00000nmm##2200000uu#4500</leader> <datafield tag="653" ind1=" " ind2=" "> <subfield code="a">outlier detection</subfield> </datafield> <datafield tag="653" ind1=" " ind2=" "> <subfield code="a">synthetic</subfield> </datafield> <controlfield tag="005">20200124192607.0</controlfield> <controlfield tag="001">1171077</controlfield> <datafield tag="856" ind1="4" ind2=" "> <subfield code="s">1010333</subfield> <subfield code="z">md5:c49cec605364d14f323addd11d649733</subfield> <subfield code="u">https://zenodo.org/record/1171077/files/synthetic.zip</subfield> </datafield> <datafield tag="542" ind1=" " ind2=" "> <subfield code="l">open</subfield> </datafield> <datafield tag="260" ind1=" " ind2=" "> <subfield code="c">2018-02-11</subfield> </datafield> <datafield tag="909" ind1="C" ind2="O"> <subfield code="p">openaire_data</subfield> <subfield code="o">oai:zenodo.org:1171077</subfield> </datafield> <datafield tag="100" ind1=" " ind2=" "> <subfield code="a">Koncar, Philipp</subfield> </datafield> <datafield tag="245" ind1=" " ind2=" "> <subfield code="a">Synthetic Dataset for Outlier Detection</subfield> </datafield> <datafield tag="540" ind1=" " ind2=" "> <subfield code="u">https://creativecommons.org/licenses/by/4.0/legalcode</subfield> <subfield code="a">Creative Commons Attribution 4.0 International</subfield> </datafield> <datafield tag="650" ind1="1" ind2="7"> <subfield code="a">cc-by</subfield> <subfield code="2">opendefinition.org</subfield> </datafield> <datafield tag="520" ind1=" " ind2=" "> <subfield code="a"><p>This synthetically generated dataset can be used to evaluate outlier detection algorithms. It has 10 attributes and 1000 observations, of which 100 are&nbsp;labeled as outliers. Two-dimensional combinations of attributes form differently shaped clusters.</p> <ul> <li>Attribute 0 &amp; Attribute&nbsp;1: Two circular clusters</li> <li>Attribute&nbsp;2 &amp; Attribute&nbsp;3: Two banana shaped clusters</li> <li>Attribute&nbsp;4 &amp; Attribute&nbsp;5: Three point clouds</li> <li>Attribute&nbsp;6 &amp; Attribute&nbsp;7: Two point clouds with variances</li> <li>Attribute&nbsp;8 &amp; Attribute&nbsp;9: Three anisotropic shaped clusters.&nbsp;</li> </ul> <p>The &quot;outlier&quot; column states whether an observation is an outlier or not. Additionally, the .zip file contains 10 stratified randomized train test splits (70% train, 30% test).</p></subfield> </datafield> <datafield tag="773" ind1=" " ind2=" "> <subfield code="n">doi</subfield> <subfield code="i">isVersionOf</subfield> <subfield code="a">10.5281/zenodo.1171076</subfield> </datafield> <datafield tag="024" ind1=" " ind2=" "> <subfield code="a">10.5281/zenodo.1171077</subfield> <subfield code="2">doi</subfield> </datafield> <datafield tag="980" ind1=" " ind2=" "> <subfield code="a">dataset</subfield> </datafield> </record>
All versions | This version | |
---|---|---|
Views | 1,940 | 1,941 |
Downloads | 276 | 275 |
Data volume | 278.9 MB | 277.8 MB |
Unique views | 1,849 | 1,850 |
Unique downloads | 268 | 267 |