Concept Drift Datasets for - LSTM-SCCM: Long Short-Term Memory Stream Cruise Control Method for Automated Drift Adaptation

<p><strong>Datasets Guide:</strong></p> <p><strong>Drift Locations:</strong> Abrupt marks sudden drift onset. Incremental drift recurs every $K$ points. Gradual shows drift as a sequence of concepts c1 and c2.</p> <p><strong>E.D.</strong>: Euclidean distance between coefficients in space.&nbsp;</p> <p><strong>C-Start</strong>: Start Concept.</p> <p><strong>C-End</strong>: End Concept.</p> <p><strong>E.D. (Consec.)</strong>: E.D. between each two consecutive concepts in sequence.</p> <p>&nbsp;</p> <table style="border-collapse: collapse; width: 100.042%; height: 627px;"><colgroup><col style="width: 12.4949%;"><col style="width: 12.4949%;"><col style="width: 12.4949%;"><col style="width: 12.4949%;"><col style="width: 12.4949%;"><col style="width: 12.4949%;"><col style="width: 12.4949%;"><col style="width: 12.4949%;"></colgroup> <tbody> <tr style="height: 58.7812px;"> <td style="height: 58.7812px;"><strong>Dataset</strong></td> <td style="height: 58.7812px;"><strong>Drift Type</strong></td> <td style="height: 58.7812px;"><strong>Data Points</strong></td> <td style="height: 58.7812px;"><strong>Dimensions</strong></td> <td style="height: 58.7812px;"><strong>Noise</strong></td> <td style="height: 58.7812px;"><strong>Drift Locations</strong></td> <td style="height: 58.7812px;"><strong>E.D</strong><br><strong>(C-Start</strong><br><strong>to C-End)</strong></td> <td style="height: 58.7812px;"><strong>E.D.</strong><br><strong>(Consec.)</strong></td> </tr> <tr style="height: 19.5938px;"> <td style="height: 19.5938px;"><strong>DS1</strong></td> <td style="height: 19.5938px;">Abrupt</td> <td style="height: 19.5938px;">1k</td> <td style="height: 19.5938px;">2</td> <td style="height: 19.5938px;">10</td> <td style="height: 19.5938px;">500</td> <td style="height: 19.5938px;">128.05</td> <td style="height: 19.5938px;">128.05</td> </tr> <tr style="height: 19.5938px;"> <td style="height: 19.5938px;"><strong>DS2</strong></td> <td style="height: 19.5938px;">Abrupt</td> <td style="height: 19.5938px;">10k</td> <td style="height: 19.5938px;">10</td> <td style="height: 19.5938px;">20</td> <td style="height: 19.5938px;">5k</td> <td style="height: 19.5938px;">327.23</td> <td style="height: 19.5938px;">327.23</td> </tr> <tr style="height: 19.5938px;"> <td style="height: 19.5938px;"><strong>DS3</strong></td> <td style="height: 19.5938px;">Abrupt</td> <td style="height: 19.5938px;">20k</td> <td style="height: 19.5938px;">50</td> <td style="height: 19.5938px;">30</td> <td style="height: 19.5938px;">10k</td> <td style="height: 19.5938px;">344.95</td> <td style="height: 19.5938px;">344.95</td> </tr> <tr style="height: 19.5938px;"> <td style="height: 19.5938px;"><strong>DS4</strong></td> <td style="height: 19.5938px;">Abrupt</td> <td style="height: 19.5938px;">100k</td> <td style="height: 19.5938px;">500</td> <td style="height: 19.5938px;">50</td> <td style="height: 19.5938px;">50k</td> <td style="height: 19.5938px;">324.11</td> <td style="height: 19.5938px;">324.11</td> </tr> <tr style="height: 78.375px;"> <td style="height: 78.375px;"><strong>DS5</strong></td> <td style="height: 78.375px;">Incremental</td> <td style="height: 78.375px;">1k</td> <td style="height: 78.375px;">2</td> <td style="height: 78.375px;">10</td> <td style="height: 78.375px;">every 100</td> <td style="height: 78.375px;">399.93</td> <td style="height: 78.375px;">[4.9, 6.1, 7.9,10.5, 14.8, 22.2, 37.0, 74.0, 222.1]</td> </tr> <tr style="height: 97.9688px;"> <td style="height: 97.9688px;"><strong>DS6</strong></td> <td style="height: 97.9688px;">Incremental</td> <td style="height: 97.9688px;">10k</td> <td style="height: 97.9688px;">10</td> <td style="height: 97.9688px;">20</td> <td style="height: 97.9688px;">every 1k</td> <td style="height: 97.9688px;">1205.10</td> <td style="height: 97.9688px;">[14.8, 18.5, 23.9, 31.8, 44.6, 66.9, 111.5, 223.1, 669.5]</td> </tr> <tr style="height: 97.9688px;"> <td style="height: 97.9688px;"><strong>DS7</strong></td> <td style="height: 97.9688px;">Incremental</td> <td style="height: 97.9688px;">20k</td> <td style="height: 97.9688px;">50</td> <td style="height: 97.9688px;">30</td> <td style="height: 97.9688px;">every 2k</td> <td style="height: 97.9688px;">1439.39</td> <td style="height: 97.9688px;">[17.7, 22.2, 28.5, 38.0, 53.3, 79.9, 133.2, 266.5, 799.6]</td> </tr> <tr style="height: 78.375px;"> <td style="height: 78.375px;"><strong>DS8</strong></td> <td style="height: 78.375px;">Incremental</td> <td style="height: 78.375px;">100k</td> <td style="height: 78.375px;">500</td> <td style="height: 78.375px;">50</td> <td style="height: 78.375px;">every 10k</td> <td style="height: 78.375px;">1671.75</td> <td style="height: 78.375px;">[20.6, 25.7, 33.1, 44.2, 61.9, 92.8, 154.7, 309.5]</td> </tr> <tr style="height: 78.375px;"> <td style="height: 78.375px;"><strong>DS9</strong></td> <td style="height: 78.375px;">Gradual</td> <td style="height: 78.375px;">1k</td> <td style="height: 78.375px;">2</td> <td style="height: 78.375px;">10</td> <td style="height: 78.375px;">[250-c1, 100-c2, 100-c1, 200-c2, 100-c1, 250-c2]</td> <td style="height: 78.375px;">601.92</td> <td style="height: 78.375px;">[377.4, 399.9, 829.2, 829.2, 624.36]</td> </tr> <tr style="height: 19.5938px;"> <td style="height: 19.5938px;"><strong>DS10</strong></td> <td style="height: 19.5938px;">Gradual</td> <td style="height: 19.5938px;">10k</td> <td style="height: 19.5938px;">10</td> <td style="height: 19.5938px;">20</td> <td style="height: 19.5938px;">[2.5k-c1, 1k-c2, 1k-c1, 2k-c2, 1k-c1, 2.5k-c2]</td> <td style="height: 19.5938px;">2049.14</td> <td style="height: 19.5938px;">[1158.3, 1205.1, 1885.4, 1885.4, 2167.7]</td> </tr> <tr style="height: 19.5938px;"> <td style="height: 19.5938px;"><strong>DS11</strong></td> <td style="height: 19.5938px;">Gradual</td> <td style="height: 19.5938px;">20k</td> <td style="height: 19.5938px;">50</td> <td style="height: 19.5938px;">30</td> <td style="height: 19.5938px;">[5k-c1, 2k-c2, 2k-c1, 4k-c2, 2k-c1, 5k-c2]</td> <td style="height: 19.5938px;">1756.43</td> <td style="height: 19.5938px;">[1469.9, 1439.3, 1875.3, 1875.3, 1843.6]</td> </tr> <tr style="height: 19.5938px;"> <td style="height: 19.5938px;"><strong>DS12</strong></td> <td style="height: 19.5938px;">Gradual</td> <td style="height: 19.5938px;">100k</td> <td style="height: 19.5938px;">500</td> <td style="height: 19.5938px;">50</td> <td style="height: 19.5938px;">[25k-c1, 10k-c2, 10k-c1, 20k-c2, 10k-c1, 25k-c2]</td> <td style="height: 19.5938px;">1364.12</td> <td style="height: 19.5938px;">[2126.2, 2032.1, 1238.2, 1238.2, 1322.0]</td> </tr> </tbody> </table> <p>&nbsp;</p>