Tests - Matera 2019
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ABCDEFGHIJKLMNOPQRSTUVWXYZ
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RMSprop (activation sigmoid) - R squared
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rho
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0.850.90.95
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Learning rateWholeTestWholeTestWholeTest
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0.050.3920.3450.4670.488-4.521-5.209
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0.010.6720.4980.6670.5370.6580.546
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0.0050.7480.6060.7460.5460.7740.592
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0.0010.7580.6070.7550.6260.6250.487
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0.00050.7460.6180.7440.5710.7490.585
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0.00010.7420.630.7260.6240.7030.611
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RMSprop (activation relu) - R squared
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rho
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0.850.90.95
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Learning rateWholeTestWholeTestWholeTest
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0.050.2690.278-4.951-5.479-4.951-5.479
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0.010.6590.5580.5450.4640.670.565
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0.0050.5820.4730.6720.5370.5470.446
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0.0010.720.6170.7490.6320.7160.604
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0.00050.7050.5850.6280.4740.7540.61
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0.00010.6920.6040.7280.6330.6970.599
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SGD (activation sigmoid) - R squared
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Momentum (nesterov=True)Momentum (nesterov=False)
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0.850.90.950.850.90.95
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Learning rateWholeTestWholeTestWholeTestLearning rateWholeTestWholeTestWholeTest
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0.050.6980.6290.6620.580.6920.6030.050.6850.6020.6790.6190.6990.627
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0.010.6720.6110.6690.6020.7010.6250.010.6790.6070.6710.5910.7010.619
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0.0050.6550.5950.680.6110.6890.6120.0050.6650.6140.6360.5850.6550.598
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0.0010.5880.5560.5860.5550.6130.5790.0010.5980.5720.6190.5810.6170.579
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0.00050.6550.5950.680.6110.6890.6120.00050.5790.5540.5840.560.5690.546
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0.00010.00010.4860.4610.4880.461
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AMSgrad (activation sigmoid) - R squared
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Beta 1 (amsgrad=True)Beta 1 (amsgrad=False)
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0.850.90.950.850.90.95
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Learning rateWholeTestWholeTestWholeTestLearning rateWholeTestWholeTestWholeTest
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0.050.5860.5340.4460.4010.4980.4830.050.3830.3560.3950.3670.5820.534
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0.010.6470.5480.6630.5370.6940.6180.010.650.5670.6550.5630.6310.536
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0.0050.7150.6150.7330.620.7220.5810.0050.7280.5760.7440.6270.70.564
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0.0010.740.6290.7250.6390.770.6110.0010.7640.6160.7860.6310.760.63
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0.00050.7510.6260.7190.5910.7520.6240.00050.7820.6320.7280.5910.7380.603
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0.00010.6910.5980.7320.6260.6880.5960.00010.7170.6150.7080.6110.6920.604
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AMSgrad (activation relu) - R squared
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Beta 1 (amsgrad=True)Beta 1 (amsgrad=False)
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0.850.90.950.850.90.95
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Learning rateWholeTestWholeTestWholeTestLearning rateWholeTestWholeTestWholeTest
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0.05-4.951-5.479-4951-5.479-0.002-0.0050.050.2350.2090.3530.3210.3530.321
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0.010.6390.5610.6130.510.4850.4010.010.6850.5790.5230.50.4810.447
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0.0050.6660.5480.6810.5320.6330.5470.0050.6740.5450.6690.5970.6780.581
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0.0010.7390.5840.7080.5530.7530.5880.0010.7290.6210.7070.5760.7120.602
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0.00050.7860.6360.7710.6270.720.6160.00050.7460.6280.7160.610.7370.613
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0.00010.7270.6230.7120.6080.7140.6280.00010.7020.610.690.6010.7330.628
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SGD (activation relu) - R squared
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Momentum (nesterov=True)Momentum (nesterov=False)
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0.850.90.950.850.90.95
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Learning rateWholeTestWholeTestWholeTestLearning rateWholeTestWholeTestWholeTest
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0.050.7090.6110.4680.3590.5610.5040.050.660.5990.6660.5790.6230.531
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0.010.710.640.7210.6150.6630.6120.010.7380.5940.7080.5980.6970.588
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0.0050.7380.6270.7410.6360.7060.6080.0050.7020.6140.7370.6190.7370.631
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0.0010.6660.6090.6580.6130.6890.6120.0010.6560.6060.6790.6070.6910.613
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0.00050.5840.5550.6140.5820.6570.6070.00050.5860.5490.610.5720.7140.626
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0.00010.5380.5060.5080.4720.5830.5520.00010.5120.4760.5330.4960.5950.565
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