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rcv1_CCAT
> train: [0.09996662 0.90003338]
> validation: [0.09996662 0.90003338]
> evaluate_bin_sld: 258.627s
> evaluate_bin_sld_bcts: 255.748s
> evaluate_bin_sld_vs: 256.387s
> evaluate_bin_cc: 252.645s
> evaluate_mul_sld: 77.452s
> evaluate_mul_sld_bcts: 83.186s
> evaluate_mul_sld_vs: 82.065s
> evaluate_mul_cc: 69.467s
> reference: 53.997s
> atc_mc: 57.417s
> atc_ne: 57.316s
> tot: 263.605s
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>bin_SLD</th>
<th>bin_SLD_bcts</th>
<th>bin_SLD_vs</th>
<th>bin_CC</th>
<th>mul_SLD</th>
<th>mul_SLD_bcts</th>
<th>mul_SLD_vs</th>
<th>mul_CC</th>
<th>atc_mc</th>
<th>atc_ne</th>
</tr>
</thead>
<tbody>
<tr>
<th>(1.0, 0.0)</th>
<td>0.0004</td>
<td>0.0055</td>
<td>0.0055</td>
<td>0.3647</td>
<td>0.0358</td>
<td>0.0153</td>
<td>0.0033</td>
<td>0.2797</td>
<td>0.1704</td>
<td>0.1704</td>
</tr>
<tr>
<th>(0.95, 0.05)</th>
<td>0.0501</td>
<td>0.0384</td>
<td>0.0384</td>
<td>0.3468</td>
<td>0.0961</td>
<td>0.0417</td>
<td>0.0320</td>
<td>0.2671</td>
<td>0.1614</td>
<td>0.1614</td>
</tr>
<tr>
<th>(0.9, 0.1)</th>
<td>0.0887</td>
<td>0.0399</td>
<td>0.0399</td>
<td>0.3290</td>
<td>0.1250</td>
<td>0.0431</td>
<td>0.0333</td>
<td>0.2512</td>
<td>0.1528</td>
<td>0.1528</td>
</tr>
<tr>
<th>(0.85, 0.15)</th>
<td>0.0926</td>
<td>0.0390</td>
<td>0.0390</td>
<td>0.3092</td>
<td>0.1269</td>
<td>0.0420</td>
<td>0.0321</td>
<td>0.2365</td>
<td>0.1426</td>
<td>0.1426</td>
</tr>
<tr>
<th>(0.8, 0.2)</th>
<td>0.0887</td>
<td>0.0357</td>
<td>0.0357</td>
<td>0.2914</td>
<td>0.1192</td>
<td>0.0368</td>
<td>0.0283</td>
<td>0.2243</td>
<td>0.1334</td>
<td>0.1334</td>
</tr>
<tr>
<th>(0.75, 0.25)</th>
<td>0.0879</td>
<td>0.0366</td>
<td>0.0366</td>
<td>0.2712</td>
<td>0.1197</td>
<td>0.0401</td>
<td>0.0300</td>
<td>0.2058</td>
<td>0.1217</td>
<td>0.1217</td>
</tr>
<tr>
<th>(0.7, 0.3)</th>
<td>0.0825</td>
<td>0.0334</td>
<td>0.0334</td>
<td>0.2526</td>
<td>0.1118</td>
<td>0.0362</td>
<td>0.0269</td>
<td>0.1937</td>
<td>0.1131</td>
<td>0.1131</td>
</tr>
<tr>
<th>(0.65, 0.35)</th>
<td>0.0778</td>
<td>0.0319</td>
<td>0.0319</td>
<td>0.2348</td>
<td>0.1062</td>
<td>0.0352</td>
<td>0.0254</td>
<td>0.1781</td>
<td>0.1040</td>
<td>0.1040</td>
</tr>
<tr>
<th>(0.6, 0.4)</th>
<td>0.0727</td>
<td>0.0303</td>
<td>0.0303</td>
<td>0.2149</td>
<td>0.0999</td>
<td>0.0342</td>
<td>0.0241</td>
<td>0.1640</td>
<td>0.0943</td>
<td>0.0943</td>
</tr>
<tr>
<th>(0.55, 0.45)</th>
<td>0.0637</td>
<td>0.0261</td>
<td>0.0261</td>
<td>0.1972</td>
<td>0.0867</td>
<td>0.0286</td>
<td>0.0196</td>
<td>0.1504</td>
<td>0.0847</td>
<td>0.0847</td>
</tr>
<tr>
<th>(0.5, 0.5)</th>
<td>0.0569</td>
<td>0.0238</td>
<td>0.0238</td>
<td>0.1765</td>
<td>0.0771</td>
<td>0.0256</td>
<td>0.0178</td>
<td>0.1341</td>
<td>0.0749</td>
<td>0.0749</td>
</tr>
<tr>
<th>(0.45, 0.55)</th>
<td>0.0527</td>
<td>0.0239</td>
<td>0.0239</td>
<td>0.1562</td>
<td>0.0715</td>
<td>0.0263</td>
<td>0.0181</td>
<td>0.1189</td>
<td>0.0622</td>
<td>0.0622</td>
</tr>
<tr>
<th>(0.4, 0.6)</th>
<td>0.0418</td>
<td>0.0188</td>
<td>0.0188</td>
<td>0.1382</td>
<td>0.0563</td>
<td>0.0200</td>
<td>0.0135</td>
<td>0.1035</td>
<td>0.0541</td>
<td>0.0541</td>
</tr>
<tr>
<th>(0.35, 0.65)</th>
<td>0.0392</td>
<td>0.0206</td>
<td>0.0206</td>
<td>0.1181</td>
<td>0.0536</td>
<td>0.0236</td>
<td>0.0158</td>
<td>0.0888</td>
<td>0.0422</td>
<td>0.0422</td>
</tr>
<tr>
<th>(0.3, 0.7)</th>
<td>0.0313</td>
<td>0.0182</td>
<td>0.0182</td>
<td>0.0997</td>
<td>0.0426</td>
<td>0.0205</td>
<td>0.0141</td>
<td>0.0738</td>
<td>0.0334</td>
<td>0.0334</td>
</tr>
<tr>
<th>(0.25, 0.75)</th>
<td>0.0231</td>
<td>0.0152</td>
<td>0.0152</td>
<td>0.0815</td>
<td>0.0318</td>
<td>0.0169</td>
<td>0.0111</td>
<td>0.0591</td>
<td>0.0239</td>
<td>0.0239</td>
</tr>
<tr>
<th>(0.2, 0.8)</th>
<td>0.0184</td>
<td>0.0146</td>
<td>0.0146</td>
<td>0.0619</td>
<td>0.0246</td>
<td>0.0168</td>
<td>0.0110</td>
<td>0.0454</td>
<td>0.0168</td>
<td>0.0168</td>
</tr>
<tr>
<th>(0.15, 0.85)</th>
<td>0.0127</td>
<td>0.0129</td>
<td>0.0129</td>
<td>0.0434</td>
<td>0.0172</td>
<td>0.0154</td>
<td>0.0104</td>
<td>0.0314</td>
<td>0.0090</td>
<td>0.0090</td>
</tr>
<tr>
<th>(0.1, 0.9)</th>
<td>0.0084</td>
<td>0.0119</td>
<td>0.0119</td>
<td>0.0244</td>
<td>0.0103</td>
<td>0.0132</td>
<td>0.0090</td>
<td>0.0166</td>
<td>0.0070</td>
<td>0.0070</td>
</tr>
<tr>
<th>(0.05, 0.95)</th>
<td>0.0060</td>
<td>0.0112</td>
<td>0.0112</td>
<td>0.0060</td>
<td>0.0072</td>
<td>0.0131</td>
<td>0.0090</td>
<td>0.0039</td>
<td>0.0134</td>
<td>0.0134</td>
</tr>
<tr>
<th>(0.0, 1.0)</th>
<td>0.0048</td>
<td>0.0125</td>
<td>0.0125</td>
<td>0.0144</td>
<td>0.0040</td>
<td>0.0128</td>
<td>0.0104</td>
<td>0.0137</td>
<td>0.0243</td>
<td>0.0243</td>
</tr>
<tr>
<th>tot</th>
<td>0.0476</td>
<td>0.0238</td>
<td>0.0238</td>
<td>0.1777</td>
<td>0.0678</td>
<td>0.0265</td>
<td>0.0188</td>
<td>0.1352</td>
<td>0.0781</td>
<td>0.0781</td>
</tr>
</tbody>
</table>
![plot_delta](plot\delta_rcv1_CCAT_90_acc.png)
![plot_diagonal](plot\diagonal_rcv1_CCAT_90_acc.png)
![plot_shift](plot\shift_rcv1_CCAT_90_acc.png)
> train: [0.19993324 0.80006676]
> validation: [0.20010013 0.79989987]
> evaluate_bin_sld: 249.753s
> evaluate_bin_sld_bcts: 246.217s
> evaluate_bin_sld_vs: 248.247s
> evaluate_bin_cc: 240.680s
> evaluate_mul_sld: 80.772s
> evaluate_mul_sld_bcts: 84.150s
> evaluate_mul_sld_vs: 81.179s
> evaluate_mul_cc: 68.649s
> reference: 53.439s
> atc_mc: 57.792s
> atc_ne: 56.689s
> tot: 251.684s
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>bin_SLD</th>
<th>bin_SLD_bcts</th>
<th>bin_SLD_vs</th>
<th>bin_CC</th>
<th>mul_SLD</th>
<th>mul_SLD_bcts</th>
<th>mul_SLD_vs</th>
<th>mul_CC</th>
<th>atc_mc</th>
<th>atc_ne</th>
</tr>
</thead>
<tbody>
<tr>
<th>(1.0, 0.0)</th>
<td>0.0019</td>
<td>0.0026</td>
<td>0.0026</td>
<td>0.1744</td>
<td>0.0162</td>
<td>0.0163</td>
<td>0.0270</td>
<td>0.1688</td>
<td>0.0311</td>
<td>0.0311</td>
</tr>
<tr>
<th>(0.95, 0.05)</th>
<td>0.0261</td>
<td>0.0125</td>
<td>0.0125</td>
<td>0.1646</td>
<td>0.0393</td>
<td>0.0141</td>
<td>0.0426</td>
<td>0.1602</td>
<td>0.0274</td>
<td>0.0274</td>
</tr>
<tr>
<th>(0.9, 0.1)</th>
<td>0.0233</td>
<td>0.0100</td>
<td>0.0100</td>
<td>0.1564</td>
<td>0.0340</td>
<td>0.0118</td>
<td>0.0370</td>
<td>0.1531</td>
<td>0.0267</td>
<td>0.0267</td>
</tr>
<tr>
<th>(0.85, 0.15)</th>
<td>0.0207</td>
<td>0.0091</td>
<td>0.0091</td>
<td>0.1464</td>
<td>0.0320</td>
<td>0.0105</td>
<td>0.0337</td>
<td>0.1418</td>
<td>0.0227</td>
<td>0.0227</td>
</tr>
<tr>
<th>(0.8, 0.2)</th>
<td>0.0161</td>
<td>0.0076</td>
<td>0.0076</td>
<td>0.1383</td>
<td>0.0248</td>
<td>0.0087</td>
<td>0.0274</td>
<td>0.1343</td>
<td>0.0214</td>
<td>0.0214</td>
</tr>
<tr>
<th>(0.75, 0.25)</th>
<td>0.0162</td>
<td>0.0082</td>
<td>0.0082</td>
<td>0.1258</td>
<td>0.0238</td>
<td>0.0103</td>
<td>0.0252</td>
<td>0.1231</td>
<td>0.0201</td>
<td>0.0201</td>
</tr>
<tr>
<th>(0.7, 0.3)</th>
<td>0.0134</td>
<td>0.0095</td>
<td>0.0095</td>
<td>0.1180</td>
<td>0.0242</td>
<td>0.0108</td>
<td>0.0219</td>
<td>0.1152</td>
<td>0.0178</td>
<td>0.0178</td>
</tr>
<tr>
<th>(0.65, 0.35)</th>
<td>0.0129</td>
<td>0.0102</td>
<td>0.0102</td>
<td>0.1081</td>
<td>0.0212</td>
<td>0.0113</td>
<td>0.0196</td>
<td>0.1066</td>
<td>0.0196</td>
<td>0.0196</td>
</tr>
<tr>
<th>(0.6, 0.4)</th>
<td>0.0108</td>
<td>0.0093</td>
<td>0.0093</td>
<td>0.0974</td>
<td>0.0193</td>
<td>0.0103</td>
<td>0.0164</td>
<td>0.0961</td>
<td>0.0168</td>
<td>0.0168</td>
</tr>
<tr>
<th>(0.55, 0.45)</th>
<td>0.0104</td>
<td>0.0102</td>
<td>0.0102</td>
<td>0.0892</td>
<td>0.0164</td>
<td>0.0100</td>
<td>0.0135</td>
<td>0.0877</td>
<td>0.0147</td>
<td>0.0147</td>
</tr>
<tr>
<th>(0.5, 0.5)</th>
<td>0.0081</td>
<td>0.0079</td>
<td>0.0079</td>
<td>0.0787</td>
<td>0.0152</td>
<td>0.0098</td>
<td>0.0108</td>
<td>0.0787</td>
<td>0.0136</td>
<td>0.0136</td>
</tr>
<tr>
<th>(0.45, 0.55)</th>
<td>0.0082</td>
<td>0.0086</td>
<td>0.0086</td>
<td>0.0672</td>
<td>0.0148</td>
<td>0.0092</td>
<td>0.0112</td>
<td>0.0673</td>
<td>0.0111</td>
<td>0.0111</td>
</tr>
<tr>
<th>(0.4, 0.6)</th>
<td>0.0074</td>
<td>0.0084</td>
<td>0.0084</td>
<td>0.0591</td>
<td>0.0143</td>
<td>0.0094</td>
<td>0.0090</td>
<td>0.0589</td>
<td>0.0110</td>
<td>0.0110</td>
</tr>
<tr>
<th>(0.35, 0.65)</th>
<td>0.0087</td>
<td>0.0101</td>
<td>0.0101</td>
<td>0.0492</td>
<td>0.0154</td>
<td>0.0095</td>
<td>0.0094</td>
<td>0.0501</td>
<td>0.0097</td>
<td>0.0097</td>
</tr>
<tr>
<th>(0.3, 0.7)</th>
<td>0.0079</td>
<td>0.0091</td>
<td>0.0091</td>
<td>0.0395</td>
<td>0.0131</td>
<td>0.0097</td>
<td>0.0085</td>
<td>0.0403</td>
<td>0.0106</td>
<td>0.0106</td>
</tr>
<tr>
<th>(0.25, 0.75)</th>
<td>0.0098</td>
<td>0.0091</td>
<td>0.0091</td>
<td>0.0308</td>
<td>0.0124</td>
<td>0.0089</td>
<td>0.0084</td>
<td>0.0328</td>
<td>0.0091</td>
<td>0.0091</td>
</tr>
<tr>
<th>(0.2, 0.8)</th>
<td>0.0120</td>
<td>0.0101</td>
<td>0.0101</td>
<td>0.0217</td>
<td>0.0116</td>
<td>0.0099</td>
<td>0.0084</td>
<td>0.0239</td>
<td>0.0100</td>
<td>0.0100</td>
</tr>
<tr>
<th>(0.15, 0.85)</th>
<td>0.0141</td>
<td>0.0104</td>
<td>0.0104</td>
<td>0.0128</td>
<td>0.0111</td>
<td>0.0105</td>
<td>0.0087</td>
<td>0.0153</td>
<td>0.0104</td>
<td>0.0104</td>
</tr>
<tr>
<th>(0.1, 0.9)</th>
<td>0.0154</td>
<td>0.0099</td>
<td>0.0099</td>
<td>0.0067</td>
<td>0.0099</td>
<td>0.0111</td>
<td>0.0089</td>
<td>0.0084</td>
<td>0.0108</td>
<td>0.0108</td>
</tr>
<tr>
<th>(0.05, 0.95)</th>
<td>0.0157</td>
<td>0.0107</td>
<td>0.0107</td>
<td>0.0075</td>
<td>0.0084</td>
<td>0.0119</td>
<td>0.0083</td>
<td>0.0053</td>
<td>0.0130</td>
<td>0.0130</td>
</tr>
<tr>
<th>(0.0, 1.0)</th>
<td>0.0055</td>
<td>0.0115</td>
<td>0.0115</td>
<td>0.0160</td>
<td>0.0058</td>
<td>0.0141</td>
<td>0.0051</td>
<td>0.0124</td>
<td>0.0147</td>
<td>0.0147</td>
</tr>
<tr>
<th>tot</th>
<td>0.0126</td>
<td>0.0093</td>
<td>0.0093</td>
<td>0.0813</td>
<td>0.0182</td>
<td>0.0109</td>
<td>0.0172</td>
<td>0.0800</td>
<td>0.0163</td>
<td>0.0163</td>
</tr>
</tbody>
</table>
![plot_delta](plot\delta_rcv1_CCAT_80_acc.png)
![plot_diagonal](plot\diagonal_rcv1_CCAT_80_acc.png)
![plot_shift](plot\shift_rcv1_CCAT_80_acc.png)
> train: [0.29989987 0.70010013]
> validation: [0.30006676 0.69993324]
> evaluate_bin_sld: 249.281s
> evaluate_bin_sld_bcts: 249.181s
> evaluate_bin_sld_vs: 246.959s
> evaluate_bin_cc: 242.455s
> evaluate_mul_sld: 80.406s
> evaluate_mul_sld_bcts: 85.285s
> evaluate_mul_sld_vs: 82.413s
> evaluate_mul_cc: 69.119s
> reference: 53.585s
> atc_mc: 57.423s
> atc_ne: 56.021s
> tot: 251.594s
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>bin_SLD</th>
<th>bin_SLD_bcts</th>
<th>bin_SLD_vs</th>
<th>bin_CC</th>
<th>mul_SLD</th>
<th>mul_SLD_bcts</th>
<th>mul_SLD_vs</th>
<th>mul_CC</th>
<th>atc_mc</th>
<th>atc_ne</th>
</tr>
</thead>
<tbody>
<tr>
<th>(1.0, 0.0)</th>
<td>0.0007</td>
<td>0.0052</td>
<td>0.0051</td>
<td>0.1254</td>
<td>0.0099</td>
<td>0.0141</td>
<td>0.0204</td>
<td>0.1679</td>
<td>0.0238</td>
<td>0.0238</td>
</tr>
<tr>
<th>(0.95, 0.05)</th>
<td>0.0184</td>
<td>0.0141</td>
<td>0.0141</td>
<td>0.1194</td>
<td>0.0145</td>
<td>0.0136</td>
<td>0.0302</td>
<td>0.1600</td>
<td>0.0222</td>
<td>0.0222</td>
</tr>
<tr>
<th>(0.9, 0.1)</th>
<td>0.0167</td>
<td>0.0134</td>
<td>0.0134</td>
<td>0.1144</td>
<td>0.0137</td>
<td>0.0126</td>
<td>0.0286</td>
<td>0.1538</td>
<td>0.0216</td>
<td>0.0216</td>
</tr>
<tr>
<th>(0.85, 0.15)</th>
<td>0.0149</td>
<td>0.0141</td>
<td>0.0141</td>
<td>0.1077</td>
<td>0.0119</td>
<td>0.0112</td>
<td>0.0268</td>
<td>0.1471</td>
<td>0.0197</td>
<td>0.0197</td>
</tr>
<tr>
<th>(0.8, 0.2)</th>
<td>0.0112</td>
<td>0.0115</td>
<td>0.0114</td>
<td>0.1037</td>
<td>0.0093</td>
<td>0.0092</td>
<td>0.0223</td>
<td>0.1398</td>
<td>0.0206</td>
<td>0.0206</td>
</tr>
<tr>
<th>(0.75, 0.25)</th>
<td>0.0111</td>
<td>0.0135</td>
<td>0.0135</td>
<td>0.0941</td>
<td>0.0108</td>
<td>0.0111</td>
<td>0.0243</td>
<td>0.1286</td>
<td>0.0160</td>
<td>0.0160</td>
</tr>
<tr>
<th>(0.7, 0.3)</th>
<td>0.0098</td>
<td>0.0140</td>
<td>0.0139</td>
<td>0.0902</td>
<td>0.0115</td>
<td>0.0104</td>
<td>0.0228</td>
<td>0.1231</td>
<td>0.0160</td>
<td>0.0160</td>
</tr>
<tr>
<th>(0.65, 0.35)</th>
<td>0.0102</td>
<td>0.0132</td>
<td>0.0132</td>
<td>0.0839</td>
<td>0.0123</td>
<td>0.0115</td>
<td>0.0220</td>
<td>0.1164</td>
<td>0.0149</td>
<td>0.0149</td>
</tr>
<tr>
<th>(0.6, 0.4)</th>
<td>0.0086</td>
<td>0.0139</td>
<td>0.0139</td>
<td>0.0765</td>
<td>0.0132</td>
<td>0.0121</td>
<td>0.0216</td>
<td>0.1075</td>
<td>0.0122</td>
<td>0.0122</td>
</tr>
<tr>
<th>(0.55, 0.45)</th>
<td>0.0095</td>
<td>0.0139</td>
<td>0.0139</td>
<td>0.0731</td>
<td>0.0135</td>
<td>0.0112</td>
<td>0.0189</td>
<td>0.1010</td>
<td>0.0123</td>
<td>0.0123</td>
</tr>
<tr>
<th>(0.5, 0.5)</th>
<td>0.0094</td>
<td>0.0140</td>
<td>0.0140</td>
<td>0.0646</td>
<td>0.0160</td>
<td>0.0123</td>
<td>0.0189</td>
<td>0.0920</td>
<td>0.0111</td>
<td>0.0111</td>
</tr>
<tr>
<th>(0.45, 0.55)</th>
<td>0.0102</td>
<td>0.0143</td>
<td>0.0143</td>
<td>0.0591</td>
<td>0.0149</td>
<td>0.0124</td>
<td>0.0182</td>
<td>0.0840</td>
<td>0.0102</td>
<td>0.0102</td>
</tr>
<tr>
<th>(0.4, 0.6)</th>
<td>0.0130</td>
<td>0.0118</td>
<td>0.0118</td>
<td>0.0537</td>
<td>0.0180</td>
<td>0.0101</td>
<td>0.0137</td>
<td>0.0775</td>
<td>0.0096</td>
<td>0.0096</td>
</tr>
<tr>
<th>(0.35, 0.65)</th>
<td>0.0138</td>
<td>0.0148</td>
<td>0.0148</td>
<td>0.0492</td>
<td>0.0178</td>
<td>0.0128</td>
<td>0.0158</td>
<td>0.0713</td>
<td>0.0100</td>
<td>0.0100</td>
</tr>
<tr>
<th>(0.3, 0.7)</th>
<td>0.0134</td>
<td>0.0121</td>
<td>0.0120</td>
<td>0.0417</td>
<td>0.0162</td>
<td>0.0111</td>
<td>0.0134</td>
<td>0.0621</td>
<td>0.0080</td>
<td>0.0080</td>
</tr>
<tr>
<th>(0.25, 0.75)</th>
<td>0.0147</td>
<td>0.0132</td>
<td>0.0131</td>
<td>0.0366</td>
<td>0.0158</td>
<td>0.0131</td>
<td>0.0135</td>
<td>0.0549</td>
<td>0.0070</td>
<td>0.0070</td>
</tr>
<tr>
<th>(0.2, 0.8)</th>
<td>0.0158</td>
<td>0.0144</td>
<td>0.0143</td>
<td>0.0302</td>
<td>0.0162</td>
<td>0.0139</td>
<td>0.0132</td>
<td>0.0476</td>
<td>0.0071</td>
<td>0.0071</td>
</tr>
<tr>
<th>(0.15, 0.85)</th>
<td>0.0147</td>
<td>0.0153</td>
<td>0.0152</td>
<td>0.0243</td>
<td>0.0145</td>
<td>0.0154</td>
<td>0.0129</td>
<td>0.0405</td>
<td>0.0076</td>
<td>0.0076</td>
</tr>
<tr>
<th>(0.1, 0.9)</th>
<td>0.0127</td>
<td>0.0130</td>
<td>0.0130</td>
<td>0.0193</td>
<td>0.0110</td>
<td>0.0152</td>
<td>0.0108</td>
<td>0.0336</td>
<td>0.0062</td>
<td>0.0062</td>
</tr>
<tr>
<th>(0.05, 0.95)</th>
<td>0.0108</td>
<td>0.0124</td>
<td>0.0124</td>
<td>0.0135</td>
<td>0.0082</td>
<td>0.0150</td>
<td>0.0094</td>
<td>0.0256</td>
<td>0.0063</td>
<td>0.0063</td>
</tr>
<tr>
<th>(0.0, 1.0)</th>
<td>0.0051</td>
<td>0.0126</td>
<td>0.0126</td>
<td>0.0103</td>
<td>0.0059</td>
<td>0.0174</td>
<td>0.0108</td>
<td>0.0199</td>
<td>0.0059</td>
<td>0.0059</td>
</tr>
<tr>
<th>tot</th>
<td>0.0116</td>
<td>0.0131</td>
<td>0.0130</td>
<td>0.0662</td>
<td>0.0131</td>
<td>0.0126</td>
<td>0.0185</td>
<td>0.0931</td>
<td>0.0128</td>
<td>0.0128</td>
</tr>
</tbody>
</table>
![plot_delta](plot\delta_rcv1_CCAT_70_acc.png)
![plot_diagonal](plot\diagonal_rcv1_CCAT_70_acc.png)
![plot_shift](plot\shift_rcv1_CCAT_70_acc.png)
> train: [0.40003338 0.59996662]
> validation: [0.40003338 0.59996662]
> evaluate_bin_sld: 240.635s
> evaluate_bin_sld_bcts: 240.768s
> evaluate_bin_sld_vs: 241.207s
> evaluate_bin_cc: 235.336s
> evaluate_mul_sld: 79.274s
> evaluate_mul_sld_bcts: 84.628s
> evaluate_mul_sld_vs: 81.549s
> evaluate_mul_cc: 68.404s
> reference: 53.547s
> atc_mc: 56.419s
> atc_ne: 55.827s
> tot: 244.553s
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>bin_SLD</th>
<th>bin_SLD_bcts</th>
<th>bin_SLD_vs</th>
<th>bin_CC</th>
<th>mul_SLD</th>
<th>mul_SLD_bcts</th>
<th>mul_SLD_vs</th>
<th>mul_CC</th>
<th>atc_mc</th>
<th>atc_ne</th>
</tr>
</thead>
<tbody>
<tr>
<th>(1.0, 0.0)</th>
<td>0.0007</td>
<td>0.0047</td>
<td>0.0047</td>
<td>0.0906</td>
<td>0.0064</td>
<td>0.0106</td>
<td>0.0137</td>
<td>0.1061</td>
<td>0.0106</td>
<td>0.0106</td>
</tr>
<tr>
<th>(0.95, 0.05)</th>
<td>0.0050</td>
<td>0.0084</td>
<td>0.0084</td>
<td>0.0885</td>
<td>0.0091</td>
<td>0.0074</td>
<td>0.0167</td>
<td>0.1031</td>
<td>0.0101</td>
<td>0.0101</td>
</tr>
<tr>
<th>(0.9, 0.1)</th>
<td>0.0057</td>
<td>0.0095</td>
<td>0.0095</td>
<td>0.0873</td>
<td>0.0134</td>
<td>0.0073</td>
<td>0.0128</td>
<td>0.1016</td>
<td>0.0092</td>
<td>0.0092</td>
</tr>
<tr>
<th>(0.85, 0.15)</th>
<td>0.0084</td>
<td>0.0100</td>
<td>0.0100</td>
<td>0.0836</td>
<td>0.0180</td>
<td>0.0079</td>
<td>0.0142</td>
<td>0.0980</td>
<td>0.0083</td>
<td>0.0083</td>
</tr>
<tr>
<th>(0.8, 0.2)</th>
<td>0.0130</td>
<td>0.0126</td>
<td>0.0126</td>
<td>0.0839</td>
<td>0.0235</td>
<td>0.0102</td>
<td>0.0116</td>
<td>0.0970</td>
<td>0.0089</td>
<td>0.0089</td>
</tr>
<tr>
<th>(0.75, 0.25)</th>
<td>0.0158</td>
<td>0.0118</td>
<td>0.0119</td>
<td>0.0793</td>
<td>0.0261</td>
<td>0.0099</td>
<td>0.0139</td>
<td>0.0924</td>
<td>0.0090</td>
<td>0.0090</td>
</tr>
<tr>
<th>(0.7, 0.3)</th>
<td>0.0186</td>
<td>0.0128</td>
<td>0.0128</td>
<td>0.0787</td>
<td>0.0288</td>
<td>0.0109</td>
<td>0.0144</td>
<td>0.0920</td>
<td>0.0084</td>
<td>0.0084</td>
</tr>
<tr>
<th>(0.65, 0.35)</th>
<td>0.0208</td>
<td>0.0128</td>
<td>0.0128</td>
<td>0.0756</td>
<td>0.0290</td>
<td>0.0107</td>
<td>0.0143</td>
<td>0.0887</td>
<td>0.0084</td>
<td>0.0084</td>
</tr>
<tr>
<th>(0.6, 0.4)</th>
<td>0.0239</td>
<td>0.0134</td>
<td>0.0134</td>
<td>0.0728</td>
<td>0.0320</td>
<td>0.0117</td>
<td>0.0132</td>
<td>0.0849</td>
<td>0.0082</td>
<td>0.0082</td>
</tr>
<tr>
<th>(0.55, 0.45)</th>
<td>0.0273</td>
<td>0.0126</td>
<td>0.0126</td>
<td>0.0723</td>
<td>0.0331</td>
<td>0.0112</td>
<td>0.0130</td>
<td>0.0841</td>
<td>0.0086</td>
<td>0.0086</td>
</tr>
<tr>
<th>(0.5, 0.5)</th>
<td>0.0267</td>
<td>0.0147</td>
<td>0.0147</td>
<td>0.0678</td>
<td>0.0317</td>
<td>0.0121</td>
<td>0.0156</td>
<td>0.0798</td>
<td>0.0085</td>
<td>0.0085</td>
</tr>
<tr>
<th>(0.45, 0.55)</th>
<td>0.0283</td>
<td>0.0113</td>
<td>0.0113</td>
<td>0.0651</td>
<td>0.0313</td>
<td>0.0100</td>
<td>0.0132</td>
<td>0.0762</td>
<td>0.0085</td>
<td>0.0085</td>
</tr>
<tr>
<th>(0.4, 0.6)</th>
<td>0.0296</td>
<td>0.0117</td>
<td>0.0117</td>
<td>0.0636</td>
<td>0.0335</td>
<td>0.0104</td>
<td>0.0125</td>
<td>0.0744</td>
<td>0.0072</td>
<td>0.0072</td>
</tr>
<tr>
<th>(0.35, 0.65)</th>
<td>0.0273</td>
<td>0.0113</td>
<td>0.0113</td>
<td>0.0628</td>
<td>0.0306</td>
<td>0.0105</td>
<td>0.0121</td>
<td>0.0741</td>
<td>0.0079</td>
<td>0.0079</td>
</tr>
<tr>
<th>(0.3, 0.7)</th>
<td>0.0235</td>
<td>0.0125</td>
<td>0.0125</td>
<td>0.0592</td>
<td>0.0260</td>
<td>0.0112</td>
<td>0.0149</td>
<td>0.0696</td>
<td>0.0076</td>
<td>0.0076</td>
</tr>
<tr>
<th>(0.25, 0.75)</th>
<td>0.0208</td>
<td>0.0112</td>
<td>0.0112</td>
<td>0.0573</td>
<td>0.0230</td>
<td>0.0099</td>
<td>0.0141</td>
<td>0.0672</td>
<td>0.0075</td>
<td>0.0075</td>
</tr>
<tr>
<th>(0.2, 0.8)</th>
<td>0.0183</td>
<td>0.0113</td>
<td>0.0113</td>
<td>0.0558</td>
<td>0.0200</td>
<td>0.0098</td>
<td>0.0132</td>
<td>0.0654</td>
<td>0.0066</td>
<td>0.0066</td>
</tr>
<tr>
<th>(0.15, 0.85)</th>
<td>0.0127</td>
<td>0.0111</td>
<td>0.0111</td>
<td>0.0535</td>
<td>0.0149</td>
<td>0.0099</td>
<td>0.0138</td>
<td>0.0627</td>
<td>0.0070</td>
<td>0.0070</td>
</tr>
<tr>
<th>(0.1, 0.9)</th>
<td>0.0092</td>
<td>0.0116</td>
<td>0.0116</td>
<td>0.0504</td>
<td>0.0107</td>
<td>0.0108</td>
<td>0.0158</td>
<td>0.0596</td>
<td>0.0078</td>
<td>0.0078</td>
</tr>
<tr>
<th>(0.05, 0.95)</th>
<td>0.0076</td>
<td>0.0097</td>
<td>0.0097</td>
<td>0.0501</td>
<td>0.0084</td>
<td>0.0094</td>
<td>0.0125</td>
<td>0.0579</td>
<td>0.0071</td>
<td>0.0071</td>
</tr>
<tr>
<th>(0.0, 1.0)</th>
<td>0.0013</td>
<td>0.0087</td>
<td>0.0087</td>
<td>0.0495</td>
<td>0.0048</td>
<td>0.0131</td>
<td>0.0140</td>
<td>0.0572</td>
<td>0.0071</td>
<td>0.0071</td>
</tr>
<tr>
<th>tot</th>
<td>0.0164</td>
<td>0.0111</td>
<td>0.0111</td>
<td>0.0689</td>
<td>0.0216</td>
<td>0.0102</td>
<td>0.0138</td>
<td>0.0806</td>
<td>0.0082</td>
<td>0.0082</td>
</tr>
</tbody>
</table>
![plot_delta](plot\delta_rcv1_CCAT_60_acc.png)
![plot_diagonal](plot\diagonal_rcv1_CCAT_60_acc.png)
![plot_shift](plot\shift_rcv1_CCAT_60_acc.png)
> train: [0.5 0.5]
> validation: [0.5 0.5]
> evaluate_bin_sld: 229.770s
> evaluate_bin_sld_bcts: 230.462s
> evaluate_bin_sld_vs: 230.258s
> evaluate_bin_cc: 224.702s
> evaluate_mul_sld: 75.395s
> evaluate_mul_sld_bcts: 80.430s
> evaluate_mul_sld_vs: 79.097s
> evaluate_mul_cc: 66.009s
> reference: 50.782s
> atc_mc: 54.176s
> atc_ne: 53.525s
> tot: 233.568s
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>bin_SLD</th>
<th>bin_SLD_bcts</th>
<th>bin_SLD_vs</th>
<th>bin_CC</th>
<th>mul_SLD</th>
<th>mul_SLD_bcts</th>
<th>mul_SLD_vs</th>
<th>mul_CC</th>
<th>atc_mc</th>
<th>atc_ne</th>
</tr>
</thead>
<tbody>
<tr>
<th>(1.0, 0.0)</th>
<td>0.0007</td>
<td>0.0024</td>
<td>0.0024</td>
<td>0.0601</td>
<td>0.0046</td>
<td>0.0105</td>
<td>0.0050</td>
<td>0.0592</td>
<td>0.0088</td>
<td>0.0088</td>
</tr>
<tr>
<th>(0.95, 0.05)</th>
<td>0.0055</td>
<td>0.0074</td>
<td>0.0074</td>
<td>0.0615</td>
<td>0.0098</td>
<td>0.0077</td>
<td>0.0076</td>
<td>0.0604</td>
<td>0.0080</td>
<td>0.0080</td>
</tr>
<tr>
<th>(0.9, 0.1)</th>
<td>0.0083</td>
<td>0.0099</td>
<td>0.0099</td>
<td>0.0646</td>
<td>0.0157</td>
<td>0.0068</td>
<td>0.0066</td>
<td>0.0636</td>
<td>0.0082</td>
<td>0.0082</td>
</tr>
<tr>
<th>(0.85, 0.15)</th>
<td>0.0154</td>
<td>0.0141</td>
<td>0.0141</td>
<td>0.0659</td>
<td>0.0244</td>
<td>0.0094</td>
<td>0.0086</td>
<td>0.0648</td>
<td>0.0077</td>
<td>0.0077</td>
</tr>
<tr>
<th>(0.8, 0.2)</th>
<td>0.0235</td>
<td>0.0167</td>
<td>0.0167</td>
<td>0.0693</td>
<td>0.0302</td>
<td>0.0109</td>
<td>0.0092</td>
<td>0.0683</td>
<td>0.0083</td>
<td>0.0083</td>
</tr>
<tr>
<th>(0.75, 0.25)</th>
<td>0.0298</td>
<td>0.0182</td>
<td>0.0182</td>
<td>0.0690</td>
<td>0.0358</td>
<td>0.0124</td>
<td>0.0097</td>
<td>0.0678</td>
<td>0.0066</td>
<td>0.0066</td>
</tr>
<tr>
<th>(0.7, 0.3)</th>
<td>0.0319</td>
<td>0.0177</td>
<td>0.0177</td>
<td>0.0722</td>
<td>0.0370</td>
<td>0.0137</td>
<td>0.0115</td>
<td>0.0711</td>
<td>0.0082</td>
<td>0.0082</td>
</tr>
<tr>
<th>(0.65, 0.35)</th>
<td>0.0357</td>
<td>0.0189</td>
<td>0.0189</td>
<td>0.0747</td>
<td>0.0385</td>
<td>0.0150</td>
<td>0.0121</td>
<td>0.0737</td>
<td>0.0103</td>
<td>0.0103</td>
</tr>
<tr>
<th>(0.6, 0.4)</th>
<td>0.0368</td>
<td>0.0185</td>
<td>0.0185</td>
<td>0.0746</td>
<td>0.0398</td>
<td>0.0153</td>
<td>0.0122</td>
<td>0.0737</td>
<td>0.0085</td>
<td>0.0085</td>
</tr>
<tr>
<th>(0.55, 0.45)</th>
<td>0.0373</td>
<td>0.0175</td>
<td>0.0175</td>
<td>0.0776</td>
<td>0.0398</td>
<td>0.0150</td>
<td>0.0114</td>
<td>0.0767</td>
<td>0.0110</td>
<td>0.0110</td>
</tr>
<tr>
<th>(0.5, 0.5)</th>
<td>0.0369</td>
<td>0.0169</td>
<td>0.0169</td>
<td>0.0784</td>
<td>0.0386</td>
<td>0.0146</td>
<td>0.0110</td>
<td>0.0773</td>
<td>0.0122</td>
<td>0.0122</td>
</tr>
<tr>
<th>(0.45, 0.55)</th>
<td>0.0358</td>
<td>0.0166</td>
<td>0.0165</td>
<td>0.0799</td>
<td>0.0390</td>
<td>0.0146</td>
<td>0.0089</td>
<td>0.0790</td>
<td>0.0125</td>
<td>0.0125</td>
</tr>
<tr>
<th>(0.4, 0.6)</th>
<td>0.0350</td>
<td>0.0181</td>
<td>0.0181</td>
<td>0.0814</td>
<td>0.0371</td>
<td>0.0158</td>
<td>0.0111</td>
<td>0.0802</td>
<td>0.0144</td>
<td>0.0144</td>
</tr>
<tr>
<th>(0.35, 0.65)</th>
<td>0.0309</td>
<td>0.0174</td>
<td>0.0174</td>
<td>0.0861</td>
<td>0.0338</td>
<td>0.0160</td>
<td>0.0120</td>
<td>0.0853</td>
<td>0.0168</td>
<td>0.0168</td>
</tr>
<tr>
<th>(0.3, 0.7)</th>
<td>0.0230</td>
<td>0.0157</td>
<td>0.0157</td>
<td>0.0868</td>
<td>0.0287</td>
<td>0.0144</td>
<td>0.0127</td>
<td>0.0857</td>
<td>0.0164</td>
<td>0.0164</td>
</tr>
<tr>
<th>(0.25, 0.75)</th>
<td>0.0194</td>
<td>0.0149</td>
<td>0.0149</td>
<td>0.0874</td>
<td>0.0245</td>
<td>0.0135</td>
<td>0.0126</td>
<td>0.0867</td>
<td>0.0170</td>
<td>0.0170</td>
</tr>
<tr>
<th>(0.2, 0.8)</th>
<td>0.0139</td>
<td>0.0132</td>
<td>0.0132</td>
<td>0.0896</td>
<td>0.0198</td>
<td>0.0120</td>
<td>0.0126</td>
<td>0.0888</td>
<td>0.0211</td>
<td>0.0211</td>
</tr>
<tr>
<th>(0.15, 0.85)</th>
<td>0.0102</td>
<td>0.0104</td>
<td>0.0104</td>
<td>0.0913</td>
<td>0.0148</td>
<td>0.0100</td>
<td>0.0128</td>
<td>0.0903</td>
<td>0.0205</td>
<td>0.0205</td>
</tr>
<tr>
<th>(0.1, 0.9)</th>
<td>0.0081</td>
<td>0.0103</td>
<td>0.0103</td>
<td>0.0939</td>
<td>0.0122</td>
<td>0.0098</td>
<td>0.0146</td>
<td>0.0927</td>
<td>0.0239</td>
<td>0.0239</td>
</tr>
<tr>
<th>(0.05, 0.95)</th>
<td>0.0075</td>
<td>0.0070</td>
<td>0.0070</td>
<td>0.0954</td>
<td>0.0085</td>
<td>0.0071</td>
<td>0.0147</td>
<td>0.0946</td>
<td>0.0253</td>
<td>0.0253</td>
</tr>
<tr>
<th>(0.0, 1.0)</th>
<td>0.0004</td>
<td>0.0038</td>
<td>0.0038</td>
<td>0.0991</td>
<td>0.0035</td>
<td>0.0092</td>
<td>0.0143</td>
<td>0.0979</td>
<td>0.0289</td>
<td>0.0289</td>
</tr>
<tr>
<th>tot</th>
<td>0.0212</td>
<td>0.0136</td>
<td>0.0136</td>
<td>0.0790</td>
<td>0.0255</td>
<td>0.0121</td>
<td>0.0110</td>
<td>0.0780</td>
<td>0.0140</td>
<td>0.0140</td>
</tr>
</tbody>
</table>
![plot_delta](plot\delta_rcv1_CCAT_50_acc.png)
![plot_diagonal](plot\diagonal_rcv1_CCAT_50_acc.png)
![plot_shift](plot\shift_rcv1_CCAT_50_acc.png)
> train: [0.59996662 0.40003338]
> validation: [0.59996662 0.40003338]
> evaluate_bin_sld: 226.170s
> evaluate_bin_sld_bcts: 227.116s
> evaluate_bin_sld_vs: 227.245s
> evaluate_bin_cc: 221.751s
> evaluate_mul_sld: 73.120s
> evaluate_mul_sld_bcts: 79.229s
> evaluate_mul_sld_vs: 77.833s
> evaluate_mul_cc: 65.334s
> reference: 51.208s
> atc_mc: 53.933s
> atc_ne: 53.655s
> tot: 230.374s
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>bin_SLD</th>
<th>bin_SLD_bcts</th>
<th>bin_SLD_vs</th>
<th>bin_CC</th>
<th>mul_SLD</th>
<th>mul_SLD_bcts</th>
<th>mul_SLD_vs</th>
<th>mul_CC</th>
<th>atc_mc</th>
<th>atc_ne</th>
</tr>
</thead>
<tbody>
<tr>
<th>(1.0, 0.0)</th>
<td>0.0005</td>
<td>0.0019</td>
<td>0.0019</td>
<td>0.0195</td>
<td>0.0034</td>
<td>0.0078</td>
<td>0.0031</td>
<td>0.0249</td>
<td>0.0190</td>
<td>0.0190</td>
</tr>
<tr>
<th>(0.95, 0.05)</th>
<td>0.0079</td>
<td>0.0073</td>
<td>0.0073</td>
<td>0.0241</td>
<td>0.0154</td>
<td>0.0060</td>
<td>0.0057</td>
<td>0.0305</td>
<td>0.0166</td>
<td>0.0166</td>
</tr>
<tr>
<th>(0.9, 0.1)</th>
<td>0.0192</td>
<td>0.0114</td>
<td>0.0114</td>
<td>0.0306</td>
<td>0.0254</td>
<td>0.0070</td>
<td>0.0083</td>
<td>0.0369</td>
<td>0.0147</td>
<td>0.0147</td>
</tr>
<tr>
<th>(0.85, 0.15)</th>
<td>0.0319</td>
<td>0.0157</td>
<td>0.0157</td>
<td>0.0362</td>
<td>0.0348</td>
<td>0.0109</td>
<td>0.0120</td>
<td>0.0427</td>
<td>0.0117</td>
<td>0.0117</td>
</tr>
<tr>
<th>(0.8, 0.2)</th>
<td>0.0412</td>
<td>0.0183</td>
<td>0.0183</td>
<td>0.0422</td>
<td>0.0419</td>
<td>0.0143</td>
<td>0.0141</td>
<td>0.0499</td>
<td>0.0105</td>
<td>0.0105</td>
</tr>
<tr>
<th>(0.75, 0.25)</th>
<td>0.0458</td>
<td>0.0222</td>
<td>0.0222</td>
<td>0.0465</td>
<td>0.0483</td>
<td>0.0183</td>
<td>0.0166</td>
<td>0.0538</td>
<td>0.0089</td>
<td>0.0089</td>
</tr>
<tr>
<th>(0.7, 0.3)</th>
<td>0.0438</td>
<td>0.0215</td>
<td>0.0215</td>
<td>0.0523</td>
<td>0.0502</td>
<td>0.0190</td>
<td>0.0158</td>
<td>0.0605</td>
<td>0.0085</td>
<td>0.0085</td>
</tr>
<tr>
<th>(0.65, 0.35)</th>
<td>0.0444</td>
<td>0.0229</td>
<td>0.0229</td>
<td>0.0599</td>
<td>0.0517</td>
<td>0.0212</td>
<td>0.0168</td>
<td>0.0682</td>
<td>0.0076</td>
<td>0.0076</td>
</tr>
<tr>
<th>(0.6, 0.4)</th>
<td>0.0410</td>
<td>0.0243</td>
<td>0.0243</td>
<td>0.0643</td>
<td>0.0537</td>
<td>0.0233</td>
<td>0.0173</td>
<td>0.0728</td>
<td>0.0079</td>
<td>0.0079</td>
</tr>
<tr>
<th>(0.55, 0.45)</th>
<td>0.0374</td>
<td>0.0228</td>
<td>0.0228</td>
<td>0.0695</td>
<td>0.0519</td>
<td>0.0229</td>
<td>0.0153</td>
<td>0.0784</td>
<td>0.0073</td>
<td>0.0073</td>
</tr>
<tr>
<th>(0.5, 0.5)</th>
<td>0.0342</td>
<td>0.0244</td>
<td>0.0244</td>
<td>0.0740</td>
<td>0.0516</td>
<td>0.0244</td>
<td>0.0153</td>
<td>0.0835</td>
<td>0.0081</td>
<td>0.0081</td>
</tr>
<tr>
<th>(0.45, 0.55)</th>
<td>0.0318</td>
<td>0.0242</td>
<td>0.0242</td>
<td>0.0798</td>
<td>0.0515</td>
<td>0.0260</td>
<td>0.0148</td>
<td>0.0901</td>
<td>0.0099</td>
<td>0.0099</td>
</tr>
<tr>
<th>(0.4, 0.6)</th>
<td>0.0284</td>
<td>0.0245</td>
<td>0.0245</td>
<td>0.0839</td>
<td>0.0491</td>
<td>0.0265</td>
<td>0.0146</td>
<td>0.0946</td>
<td>0.0112</td>
<td>0.0112</td>
</tr>
<tr>
<th>(0.35, 0.65)</th>
<td>0.0248</td>
<td>0.0236</td>
<td>0.0236</td>
<td>0.0924</td>
<td>0.0459</td>
<td>0.0267</td>
<td>0.0149</td>
<td>0.1034</td>
<td>0.0156</td>
<td>0.0156</td>
</tr>
<tr>
<th>(0.3, 0.7)</th>
<td>0.0205</td>
<td>0.0215</td>
<td>0.0215</td>
<td>0.0975</td>
<td>0.0409</td>
<td>0.0256</td>
<td>0.0132</td>
<td>0.1084</td>
<td>0.0168</td>
<td>0.0168</td>
</tr>
<tr>
<th>(0.25, 0.75)</th>
<td>0.0165</td>
<td>0.0198</td>
<td>0.0198</td>
<td>0.1019</td>
<td>0.0338</td>
<td>0.0225</td>
<td>0.0115</td>
<td>0.1133</td>
<td>0.0160</td>
<td>0.0160</td>
</tr>
<tr>
<th>(0.2, 0.8)</th>
<td>0.0135</td>
<td>0.0191</td>
<td>0.0191</td>
<td>0.1080</td>
<td>0.0308</td>
<td>0.0232</td>
<td>0.0113</td>
<td>0.1192</td>
<td>0.0180</td>
<td>0.0180</td>
</tr>
<tr>
<th>(0.15, 0.85)</th>
<td>0.0100</td>
<td>0.0165</td>
<td>0.0165</td>
<td>0.1131</td>
<td>0.0257</td>
<td>0.0218</td>
<td>0.0102</td>
<td>0.1258</td>
<td>0.0218</td>
<td>0.0218</td>
</tr>
<tr>
<th>(0.1, 0.9)</th>
<td>0.0072</td>
<td>0.0134</td>
<td>0.0134</td>
<td>0.1177</td>
<td>0.0172</td>
<td>0.0172</td>
<td>0.0092</td>
<td>0.1303</td>
<td>0.0224</td>
<td>0.0224</td>
</tr>
<tr>
<th>(0.05, 0.95)</th>
<td>0.0065</td>
<td>0.0102</td>
<td>0.0102</td>
<td>0.1238</td>
<td>0.0127</td>
<td>0.0150</td>
<td>0.0084</td>
<td>0.1371</td>
<td>0.0278</td>
<td>0.0278</td>
</tr>
<tr>
<th>(0.0, 1.0)</th>
<td>0.0003</td>
<td>0.0033</td>
<td>0.0033</td>
<td>0.1304</td>
<td>0.0055</td>
<td>0.0067</td>
<td>0.0097</td>
<td>0.1440</td>
<td>0.0285</td>
<td>0.0285</td>
</tr>
<tr>
<th>tot</th>
<td>0.0241</td>
<td>0.0176</td>
<td>0.0176</td>
<td>0.0746</td>
<td>0.0353</td>
<td>0.0184</td>
<td>0.0123</td>
<td>0.0842</td>
<td>0.0147</td>
<td>0.0147</td>
</tr>
</tbody>
</table>
![plot_delta](plot\delta_rcv1_CCAT_40_acc.png)
![plot_diagonal](plot\diagonal_rcv1_CCAT_40_acc.png)
![plot_shift](plot\shift_rcv1_CCAT_40_acc.png)
> train: [0.69993324 0.30006676]
> validation: [0.70010013 0.29989987]
> evaluate_bin_sld: 231.071s
> evaluate_bin_sld_bcts: 231.337s
> evaluate_bin_sld_vs: 232.414s
> evaluate_bin_cc: 227.621s
> evaluate_mul_sld: 74.887s
> evaluate_mul_sld_bcts: 80.509s
> evaluate_mul_sld_vs: 78.576s
> evaluate_mul_cc: 66.319s
> reference: 51.500s
> atc_mc: 54.168s
> atc_ne: 53.778s
> tot: 235.837s
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>bin_SLD</th>
<th>bin_SLD_bcts</th>
<th>bin_SLD_vs</th>
<th>bin_CC</th>
<th>mul_SLD</th>
<th>mul_SLD_bcts</th>
<th>mul_SLD_vs</th>
<th>mul_CC</th>
<th>atc_mc</th>
<th>atc_ne</th>
</tr>
</thead>
<tbody>
<tr>
<th>(1.0, 0.0)</th>
<td>0.0014</td>
<td>0.0049</td>
<td>0.0049</td>
<td>0.0071</td>
<td>0.0024</td>
<td>0.0101</td>
<td>0.0041</td>
<td>0.0047</td>
<td>0.0103</td>
<td>0.0103</td>
</tr>
<tr>
<th>(0.95, 0.05)</th>
<td>0.0097</td>
<td>0.0067</td>
<td>0.0067</td>
<td>0.0050</td>
<td>0.0117</td>
<td>0.0080</td>
<td>0.0062</td>
<td>0.0101</td>
<td>0.0072</td>
<td>0.0072</td>
</tr>
<tr>
<th>(0.9, 0.1)</th>
<td>0.0180</td>
<td>0.0079</td>
<td>0.0079</td>
<td>0.0088</td>
<td>0.0202</td>
<td>0.0073</td>
<td>0.0092</td>
<td>0.0175</td>
<td>0.0049</td>
<td>0.0049</td>
</tr>
<tr>
<th>(0.85, 0.15)</th>
<td>0.0227</td>
<td>0.0089</td>
<td>0.0089</td>
<td>0.0170</td>
<td>0.0282</td>
<td>0.0082</td>
<td>0.0121</td>
<td>0.0266</td>
<td>0.0060</td>
<td>0.0060</td>
</tr>
<tr>
<th>(0.8, 0.2)</th>
<td>0.0237</td>
<td>0.0102</td>
<td>0.0102</td>
<td>0.0245</td>
<td>0.0333</td>
<td>0.0102</td>
<td>0.0131</td>
<td>0.0352</td>
<td>0.0082</td>
<td>0.0082</td>
</tr>
<tr>
<th>(0.75, 0.25)</th>
<td>0.0250</td>
<td>0.0113</td>
<td>0.0113</td>
<td>0.0320</td>
<td>0.0378</td>
<td>0.0125</td>
<td>0.0152</td>
<td>0.0432</td>
<td>0.0101</td>
<td>0.0101</td>
</tr>
<tr>
<th>(0.7, 0.3)</th>
<td>0.0229</td>
<td>0.0108</td>
<td>0.0108</td>
<td>0.0398</td>
<td>0.0371</td>
<td>0.0130</td>
<td>0.0138</td>
<td>0.0526</td>
<td>0.0119</td>
<td>0.0119</td>
</tr>
<tr>
<th>(0.65, 0.35)</th>
<td>0.0218</td>
<td>0.0124</td>
<td>0.0124</td>
<td>0.0481</td>
<td>0.0364</td>
<td>0.0147</td>
<td>0.0149</td>
<td>0.0608</td>
<td>0.0160</td>
<td>0.0160</td>
</tr>
<tr>
<th>(0.6, 0.4)</th>
<td>0.0220</td>
<td>0.0136</td>
<td>0.0136</td>
<td>0.0566</td>
<td>0.0379</td>
<td>0.0174</td>
<td>0.0156</td>
<td>0.0699</td>
<td>0.0190</td>
<td>0.0190</td>
</tr>
<tr>
<th>(0.55, 0.45)</th>
<td>0.0189</td>
<td>0.0130</td>
<td>0.0130</td>
<td>0.0626</td>
<td>0.0369</td>
<td>0.0179</td>
<td>0.0148</td>
<td>0.0781</td>
<td>0.0222</td>
<td>0.0222</td>
</tr>
<tr>
<th>(0.5, 0.5)</th>
<td>0.0183</td>
<td>0.0136</td>
<td>0.0136</td>
<td>0.0699</td>
<td>0.0359</td>
<td>0.0191</td>
<td>0.0143</td>
<td>0.0858</td>
<td>0.0259</td>
<td>0.0259</td>
</tr>
<tr>
<th>(0.45, 0.55)</th>
<td>0.0179</td>
<td>0.0146</td>
<td>0.0146</td>
<td>0.0788</td>
<td>0.0365</td>
<td>0.0218</td>
<td>0.0150</td>
<td>0.0949</td>
<td>0.0297</td>
<td>0.0297</td>
</tr>
<tr>
<th>(0.4, 0.6)</th>
<td>0.0144</td>
<td>0.0127</td>
<td>0.0127</td>
<td>0.0832</td>
<td>0.0333</td>
<td>0.0213</td>
<td>0.0127</td>
<td>0.1006</td>
<td>0.0307</td>
<td>0.0307</td>
</tr>
<tr>
<th>(0.35, 0.65)</th>
<td>0.0131</td>
<td>0.0133</td>
<td>0.0133</td>
<td>0.0932</td>
<td>0.0309</td>
<td>0.0224</td>
<td>0.0136</td>
<td>0.1121</td>
<td>0.0368</td>
<td>0.0368</td>
</tr>
<tr>
<th>(0.3, 0.7)</th>
<td>0.0117</td>
<td>0.0128</td>
<td>0.0128</td>
<td>0.1011</td>
<td>0.0272</td>
<td>0.0219</td>
<td>0.0125</td>
<td>0.1204</td>
<td>0.0400</td>
<td>0.0400</td>
</tr>
<tr>
<th>(0.25, 0.75)</th>
<td>0.0095</td>
<td>0.0117</td>
<td>0.0117</td>
<td>0.1084</td>
<td>0.0225</td>
<td>0.0205</td>
<td>0.0110</td>
<td>0.1281</td>
<td>0.0427</td>
<td>0.0427</td>
</tr>
<tr>
<th>(0.2, 0.8)</th>
<td>0.0081</td>
<td>0.0110</td>
<td>0.0110</td>
<td>0.1150</td>
<td>0.0196</td>
<td>0.0203</td>
<td>0.0104</td>
<td>0.1366</td>
<td>0.0464</td>
<td>0.0464</td>
</tr>
<tr>
<th>(0.15, 0.85)</th>
<td>0.0073</td>
<td>0.0101</td>
<td>0.0101</td>
<td>0.1235</td>
<td>0.0155</td>
<td>0.0191</td>
<td>0.0099</td>
<td>0.1458</td>
<td>0.0517</td>
<td>0.0517</td>
</tr>
<tr>
<th>(0.1, 0.9)</th>
<td>0.0078</td>
<td>0.0091</td>
<td>0.0090</td>
<td>0.1297</td>
<td>0.0121</td>
<td>0.0161</td>
<td>0.0101</td>
<td>0.1531</td>
<td>0.0521</td>
<td>0.0521</td>
</tr>
<tr>
<th>(0.05, 0.95)</th>
<td>0.0089</td>
<td>0.0085</td>
<td>0.0085</td>
<td>0.1379</td>
<td>0.0102</td>
<td>0.0140</td>
<td>0.0103</td>
<td>0.1614</td>
<td>0.0548</td>
<td>0.0548</td>
</tr>
<tr>
<th>(0.0, 1.0)</th>
<td>0.0003</td>
<td>0.0057</td>
<td>0.0057</td>
<td>0.1468</td>
<td>0.0071</td>
<td>0.0071</td>
<td>0.0154</td>
<td>0.1713</td>
<td>0.0625</td>
<td>0.0625</td>
</tr>
<tr>
<th>tot</th>
<td>0.0144</td>
<td>0.0106</td>
<td>0.0106</td>
<td>0.0709</td>
<td>0.0254</td>
<td>0.0154</td>
<td>0.0121</td>
<td>0.0861</td>
<td>0.0280</td>
<td>0.0280</td>
</tr>
</tbody>
</table>
![plot_delta](plot\delta_rcv1_CCAT_30_acc.png)
![plot_diagonal](plot\diagonal_rcv1_CCAT_30_acc.png)
![plot_shift](plot\shift_rcv1_CCAT_30_acc.png)
> train: [0.79989987 0.20010013]
> validation: [0.80006676 0.19993324]
> evaluate_bin_sld: 240.373s
> evaluate_bin_sld_bcts: 241.053s
> evaluate_bin_sld_vs: 239.827s
> evaluate_bin_cc: 234.809s
> evaluate_mul_sld: 74.766s
> evaluate_mul_sld_bcts: 80.293s
> evaluate_mul_sld_vs: 78.526s
> evaluate_mul_cc: 67.477s
> reference: 52.154s
> atc_mc: 55.027s
> atc_ne: 54.191s
> tot: 243.374s
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>bin_SLD</th>
<th>bin_SLD_bcts</th>
<th>bin_SLD_vs</th>
<th>bin_CC</th>
<th>mul_SLD</th>
<th>mul_SLD_bcts</th>
<th>mul_SLD_vs</th>
<th>mul_CC</th>
<th>atc_mc</th>
<th>atc_ne</th>
</tr>
</thead>
<tbody>
<tr>
<th>(1.0, 0.0)</th>
<td>0.0011</td>
<td>0.0047</td>
<td>0.0047</td>
<td>0.0121</td>
<td>0.0019</td>
<td>0.0078</td>
<td>0.0029</td>
<td>0.0094</td>
<td>0.0097</td>
<td>0.0097</td>
</tr>
<tr>
<th>(0.95, 0.05)</th>
<td>0.0092</td>
<td>0.0065</td>
<td>0.0065</td>
<td>0.0040</td>
<td>0.0117</td>
<td>0.0068</td>
<td>0.0060</td>
<td>0.0034</td>
<td>0.0071</td>
<td>0.0071</td>
</tr>
<tr>
<th>(0.9, 0.1)</th>
<td>0.0103</td>
<td>0.0071</td>
<td>0.0071</td>
<td>0.0091</td>
<td>0.0164</td>
<td>0.0068</td>
<td>0.0073</td>
<td>0.0119</td>
<td>0.0062</td>
<td>0.0062</td>
</tr>
<tr>
<th>(0.85, 0.15)</th>
<td>0.0103</td>
<td>0.0079</td>
<td>0.0079</td>
<td>0.0183</td>
<td>0.0178</td>
<td>0.0067</td>
<td>0.0086</td>
<td>0.0214</td>
<td>0.0064</td>
<td>0.0064</td>
</tr>
<tr>
<th>(0.8, 0.2)</th>
<td>0.0117</td>
<td>0.0094</td>
<td>0.0094</td>
<td>0.0294</td>
<td>0.0208</td>
<td>0.0088</td>
<td>0.0105</td>
<td>0.0326</td>
<td>0.0088</td>
<td>0.0088</td>
</tr>
<tr>
<th>(0.75, 0.25)</th>
<td>0.0101</td>
<td>0.0088</td>
<td>0.0088</td>
<td>0.0396</td>
<td>0.0218</td>
<td>0.0094</td>
<td>0.0109</td>
<td>0.0429</td>
<td>0.0093</td>
<td>0.0093</td>
</tr>
<tr>
<th>(0.7, 0.3)</th>
<td>0.0093</td>
<td>0.0090</td>
<td>0.0090</td>
<td>0.0499</td>
<td>0.0197</td>
<td>0.0102</td>
<td>0.0109</td>
<td>0.0542</td>
<td>0.0124</td>
<td>0.0124</td>
</tr>
<tr>
<th>(0.65, 0.35)</th>
<td>0.0087</td>
<td>0.0083</td>
<td>0.0083</td>
<td>0.0616</td>
<td>0.0178</td>
<td>0.0105</td>
<td>0.0106</td>
<td>0.0652</td>
<td>0.0161</td>
<td>0.0161</td>
</tr>
<tr>
<th>(0.6, 0.4)</th>
<td>0.0092</td>
<td>0.0090</td>
<td>0.0090</td>
<td>0.0729</td>
<td>0.0173</td>
<td>0.0118</td>
<td>0.0113</td>
<td>0.0767</td>
<td>0.0190</td>
<td>0.0190</td>
</tr>
<tr>
<th>(0.55, 0.45)</th>
<td>0.0092</td>
<td>0.0104</td>
<td>0.0104</td>
<td>0.0817</td>
<td>0.0155</td>
<td>0.0118</td>
<td>0.0107</td>
<td>0.0855</td>
<td>0.0207</td>
<td>0.0207</td>
</tr>
<tr>
<th>(0.5, 0.5)</th>
<td>0.0088</td>
<td>0.0104</td>
<td>0.0104</td>
<td>0.0910</td>
<td>0.0135</td>
<td>0.0118</td>
<td>0.0095</td>
<td>0.0955</td>
<td>0.0222</td>
<td>0.0222</td>
</tr>
<tr>
<th>(0.45, 0.55)</th>
<td>0.0093</td>
<td>0.0100</td>
<td>0.0100</td>
<td>0.1016</td>
<td>0.0135</td>
<td>0.0135</td>
<td>0.0097</td>
<td>0.1059</td>
<td>0.0247</td>
<td>0.0247</td>
</tr>
<tr>
<th>(0.4, 0.6)</th>
<td>0.0113</td>
<td>0.0109</td>
<td>0.0109</td>
<td>0.1097</td>
<td>0.0110</td>
<td>0.0119</td>
<td>0.0087</td>
<td>0.1147</td>
<td>0.0272</td>
<td>0.0272</td>
</tr>
<tr>
<th>(0.35, 0.65)</th>
<td>0.0125</td>
<td>0.0132</td>
<td>0.0131</td>
<td>0.1232</td>
<td>0.0113</td>
<td>0.0128</td>
<td>0.0105</td>
<td>0.1273</td>
<td>0.0331</td>
<td>0.0331</td>
</tr>
<tr>
<th>(0.3, 0.7)</th>
<td>0.0146</td>
<td>0.0114</td>
<td>0.0113</td>
<td>0.1340</td>
<td>0.0126</td>
<td>0.0137</td>
<td>0.0087</td>
<td>0.1385</td>
<td>0.0384</td>
<td>0.0384</td>
</tr>
<tr>
<th>(0.25, 0.75)</th>
<td>0.0170</td>
<td>0.0133</td>
<td>0.0133</td>
<td>0.1444</td>
<td>0.0136</td>
<td>0.0128</td>
<td>0.0106</td>
<td>0.1496</td>
<td>0.0425</td>
<td>0.0425</td>
</tr>
<tr>
<th>(0.2, 0.8)</th>
<td>0.0216</td>
<td>0.0135</td>
<td>0.0134</td>
<td>0.1520</td>
<td>0.0156</td>
<td>0.0115</td>
<td>0.0110</td>
<td>0.1572</td>
<td>0.0407</td>
<td>0.0407</td>
</tr>
<tr>
<th>(0.15, 0.85)</th>
<td>0.0247</td>
<td>0.0162</td>
<td>0.0161</td>
<td>0.1636</td>
<td>0.0182</td>
<td>0.0103</td>
<td>0.0141</td>
<td>0.1685</td>
<td>0.0447</td>
<td>0.0447</td>
</tr>
<tr>
<th>(0.1, 0.9)</th>
<td>0.0283</td>
<td>0.0180</td>
<td>0.0179</td>
<td>0.1727</td>
<td>0.0209</td>
<td>0.0104</td>
<td>0.0178</td>
<td>0.1791</td>
<td>0.0492</td>
<td>0.0492</td>
</tr>
<tr>
<th>(0.05, 0.95)</th>
<td>0.0297</td>
<td>0.0193</td>
<td>0.0193</td>
<td>0.1821</td>
<td>0.0223</td>
<td>0.0092</td>
<td>0.0229</td>
<td>0.1872</td>
<td>0.0492</td>
<td>0.0492</td>
</tr>
<tr>
<th>(0.0, 1.0)</th>
<td>0.0009</td>
<td>0.0116</td>
<td>0.0115</td>
<td>0.1946</td>
<td>0.0082</td>
<td>0.0055</td>
<td>0.0285</td>
<td>0.2005</td>
<td>0.0571</td>
<td>0.0571</td>
</tr>
<tr>
<th>tot</th>
<td>0.0128</td>
<td>0.0109</td>
<td>0.0109</td>
<td>0.0927</td>
<td>0.0153</td>
<td>0.0102</td>
<td>0.0115</td>
<td>0.0965</td>
<td>0.0259</td>
<td>0.0259</td>
</tr>
</tbody>
</table>
![plot_delta](plot\delta_rcv1_CCAT_20_acc.png)
![plot_diagonal](plot\diagonal_rcv1_CCAT_20_acc.png)
![plot_shift](plot\shift_rcv1_CCAT_20_acc.png)
> train: [0.90003338 0.09996662]
> validation: [0.90003338 0.09996662]
> evaluate_bin_sld: 217.387s
> evaluate_bin_cc: 208.359s
> evaluate_mul_sld: 60.019s
> evaluate_mul_cc: 54.774s
> reference: 42.650s
> atc_mc: 45.927s
> atc_ne: 45.023s
> tot: 218.936s
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>bin_SLD</th>
<th>bin_CC</th>
<th>mul_SLD</th>
<th>mul_CC</th>
<th>atc_mc</th>
<th>atc_ne</th>
</tr>
</thead>
<tbody>
<tr>
<th>(1.0, 0.0)</th>
<td>0.0010</td>
<td>0.0062</td>
<td>0.0010</td>
<td>0.0061</td>
<td>0.0088</td>
<td>0.0088</td>
</tr>
<tr>
<th>(0.95, 0.05)</th>
<td>0.0077</td>
<td>0.0108</td>
<td>0.0085</td>
<td>0.0076</td>
<td>0.0046</td>
<td>0.0046</td>
</tr>
<tr>
<th>(0.9, 0.1)</th>
<td>0.0129</td>
<td>0.0278</td>
<td>0.0093</td>
<td>0.0208</td>
<td>0.0080</td>
<td>0.0080</td>
</tr>
<tr>
<th>(0.85, 0.15)</th>
<td>0.0181</td>
<td>0.0442</td>
<td>0.0075</td>
<td>0.0332</td>
<td>0.0128</td>
<td>0.0128</td>
</tr>
<tr>
<th>(0.8, 0.2)</th>
<td>0.0248</td>
<td>0.0607</td>
<td>0.0110</td>
<td>0.0465</td>
<td>0.0194</td>
<td>0.0194</td>
</tr>
<tr>
<th>(0.75, 0.25)</th>
<td>0.0262</td>
<td>0.0767</td>
<td>0.0122</td>
<td>0.0588</td>
<td>0.0256</td>
<td>0.0256</td>
</tr>
<tr>
<th>(0.7, 0.3)</th>
<td>0.0372</td>
<td>0.0949</td>
<td>0.0178</td>
<td>0.0736</td>
<td>0.0348</td>
<td>0.0348</td>
</tr>
<tr>
<th>(0.65, 0.35)</th>
<td>0.0403</td>
<td>0.1132</td>
<td>0.0226</td>
<td>0.0892</td>
<td>0.0438</td>
<td>0.0438</td>
</tr>
<tr>
<th>(0.6, 0.4)</th>
<td>0.0505</td>
<td>0.1297</td>
<td>0.0317</td>
<td>0.1013</td>
<td>0.0509</td>
<td>0.0509</td>
</tr>
<tr>
<th>(0.55, 0.45)</th>
<td>0.0550</td>
<td>0.1455</td>
<td>0.0393</td>
<td>0.1133</td>
<td>0.0568</td>
<td>0.0568</td>
</tr>
<tr>
<th>(0.5, 0.5)</th>
<td>0.0716</td>
<td>0.1625</td>
<td>0.0473</td>
<td>0.1270</td>
<td>0.0633</td>
<td>0.0633</td>
</tr>
<tr>
<th>(0.45, 0.55)</th>
<td>0.0735</td>
<td>0.1798</td>
<td>0.0533</td>
<td>0.1416</td>
<td>0.0728</td>
<td>0.0728</td>
</tr>
<tr>
<th>(0.4, 0.6)</th>
<td>0.0795</td>
<td>0.1941</td>
<td>0.0639</td>
<td>0.1499</td>
<td>0.0748</td>
<td>0.0748</td>
</tr>
<tr>
<th>(0.35, 0.65)</th>
<td>0.0966</td>
<td>0.2130</td>
<td>0.0709</td>
<td>0.1657</td>
<td>0.0843</td>
<td>0.0843</td>
</tr>
<tr>
<th>(0.3, 0.7)</th>
<td>0.0945</td>
<td>0.2303</td>
<td>0.0775</td>
<td>0.1792</td>
<td>0.0916</td>
<td>0.0916</td>
</tr>
<tr>
<th>(0.25, 0.75)</th>
<td>0.1032</td>
<td>0.2474</td>
<td>0.0830</td>
<td>0.1930</td>
<td>0.1005</td>
<td>0.1005</td>
</tr>
<tr>
<th>(0.2, 0.8)</th>
<td>0.1081</td>
<td>0.2630</td>
<td>0.0916</td>
<td>0.2055</td>
<td>0.1064</td>
<td>0.1064</td>
</tr>
<tr>
<th>(0.15, 0.85)</th>
<td>0.1154</td>
<td>0.2804</td>
<td>0.0971</td>
<td>0.2185</td>
<td>0.1147</td>
<td>0.1147</td>
</tr>
<tr>
<th>(0.1, 0.9)</th>
<td>0.1080</td>
<td>0.2967</td>
<td>0.0976</td>
<td>0.2317</td>
<td>0.1204</td>
<td>0.1204</td>
</tr>
<tr>
<th>(0.05, 0.95)</th>
<td>0.0835</td>
<td>0.3117</td>
<td>0.0729</td>
<td>0.2411</td>
<td>0.1244</td>
<td>0.1244</td>
</tr>
<tr>
<th>(0.0, 1.0)</th>
<td>0.0321</td>
<td>0.3318</td>
<td>0.0184</td>
<td>0.2570</td>
<td>0.1336</td>
<td>0.1336</td>
</tr>
<tr>
<th>tot</th>
<td>0.0590</td>
<td>0.1629</td>
<td>0.0445</td>
<td>0.1267</td>
<td>0.0644</td>
<td>0.0644</td>
</tr>
</tbody>
</table>
![plot_delta](plot\delta_rcv1_CCAT_10_acc.png)
![plot_diagonal](plot\diagonal_rcv1_CCAT_10_acc.png)
![plot_shift](plot\shift_rcv1_CCAT_10_acc.png)
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