micmn/lda-benchmark.md

## lda-benchmark.md

      
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              lda-benchmark.md
            
          
    Binary LDA failures: iris is multiclass, others fail due to collinear data


scikit
shogun(auto)
shogun(fld)
shogun(jacobi-svd)
shogun(bdc-svd)
shogun(mclda-bdc-svd)
shogun(mclda-jacobi-svd)


iris
0.004108
-2
-2
-2
-2
0.000293
0.000276


oilspill
0.009525
-2
-2
-2
0.038747
-2
-2


scene
0.113018
0.030416
0.038125
2.024158
0.291025
0.232691
0.805682


webpage
1.562739
-2
-2
-2
-2
-2
-2


isolet
0.831173
0.298803
0.349795
24.118399
3.233675
1.729215
10.004455


mammography
0.007220
0.005685
0.003396
0.004938
0.004847
0.003063
0.003307


abalone19
0.005716
0.001601
0.001557
0.002529
0.002610
-2
-2


sickEuthyroid
0.012639
-2
-2
-2
-2
-2
-2


abalone7
0.008152
0.002064
0.001695
0.002619
0.002645
-2
-2


satellite
0.025042
0.006636
0.004483
0.013007
0.019045
0.012763
0.010404


ecoli
0.001856
0.000410
0.000405
0.000440
0.000535
0.000367
0.000323
	scikit	shogun(auto)	shogun(fld)	shogun(jacobi-svd)	shogun(bdc-svd)	shogun(mclda-bdc-svd)	shogun(mclda-jacobi-svd)
iris	0.004108	-2	-2	-2	-2	0.000293	0.000276
oilspill	0.009525	-2	-2	-2	0.038747	-2	-2
scene	0.113018	0.030416	0.038125	2.024158	0.291025	0.232691	0.805682
webpage	1.562739	-2	-2	-2	-2	-2	-2
isolet	0.831173	0.298803	0.349795	24.118399	3.233675	1.729215	10.004455
mammography	0.007220	0.005685	0.003396	0.004938	0.004847	0.003063	0.003307
abalone19	0.005716	0.001601	0.001557	0.002529	0.002610	-2	-2
sickEuthyroid	0.012639	-2	-2	-2	-2	-2	-2
abalone7	0.008152	0.002064	0.001695	0.002619	0.002645	-2	-2
satellite	0.025042	0.006636	0.004483	0.013007	0.019045	0.012763	0.010404
ecoli	0.001856	0.000410	0.000405	0.000440	0.000535	0.000367	0.000323