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-rw-r--r--docs/source/auto_examples/plot_WDA.rst82
1 files changed, 21 insertions, 61 deletions
diff --git a/docs/source/auto_examples/plot_WDA.rst b/docs/source/auto_examples/plot_WDA.rst
index a0c3389..64ddb47 100644
--- a/docs/source/auto_examples/plot_WDA.rst
+++ b/docs/source/auto_examples/plot_WDA.rst
@@ -36,7 +36,7 @@ Wasserstein Discriminant Analysis.
Generate data
-#############################################################################
+-------------
@@ -73,7 +73,7 @@ Generate data
Plot data
-#############################################################################
+---------
@@ -104,7 +104,7 @@ Plot data
Compute Fisher Discriminant Analysis
-#############################################################################
+------------------------------------
@@ -123,7 +123,7 @@ Compute Fisher Discriminant Analysis
Compute Wasserstein Discriminant Analysis
-#############################################################################
+-----------------------------------------
@@ -150,65 +150,25 @@ Compute Wasserstein Discriminant Analysis
Compiling cost function...
Computing gradient of cost function...
iter cost val grad. norm
- 1 +8.6305817354868675e-01 4.10110152e-01
- 2 +4.6939060757969131e-01 2.98553763e-01
- 3 +4.2106314200107775e-01 1.48552668e-01
- 4 +4.1376389458568069e-01 1.12319011e-01
- 5 +4.0984854988792835e-01 1.01126129e-01
- 6 +4.0415292614140025e-01 3.90875165e-02
- 7 +4.0297967887432584e-01 2.73716014e-02
- 8 +4.0252319029045258e-01 3.76498956e-02
- 9 +4.0158635935184972e-01 1.31986577e-02
- 10 +4.0118906894272482e-01 3.40307273e-02
- 11 +4.0052579694802176e-01 7.79567347e-03
- 12 +4.0049330810825384e-01 9.77921941e-03
- 13 +4.0042500151972926e-01 4.63602913e-03
- 14 +4.0031705300038767e-01 1.69742018e-02
- 15 +4.0013705338124350e-01 7.40310798e-03
- 16 +4.0006224569843946e-01 1.08829949e-02
- 17 +3.9998280287782945e-01 1.25733450e-02
- 18 +3.9986405111843215e-01 1.05626807e-02
- 19 +3.9974905002724365e-01 9.93566406e-03
- 20 +3.9971323753531823e-01 2.21199533e-02
- 21 +3.9958582328238779e-01 1.73335808e-02
- 22 +3.9937139582811110e-01 1.09182412e-02
- 23 +3.9923748818499571e-01 1.77304913e-02
- 24 +3.9900530515251881e-01 1.15381586e-02
- 25 +3.9883316307006128e-01 1.80225446e-02
- 26 +3.9860317631835845e-01 1.65011032e-02
- 27 +3.9852130309759393e-01 2.81245689e-02
- 28 +3.9824281033694675e-01 2.01114810e-02
- 29 +3.9799657608114836e-01 2.66040929e-02
- 30 +3.9746233677210713e-01 1.45779937e-02
- 31 +3.9671794378467928e-01 4.27487207e-02
- 32 +3.9573357685391913e-01 2.20071520e-02
- 33 +3.9536725156297214e-01 2.00817458e-02
- 34 +3.9515994339814914e-01 3.81472315e-02
- 35 +3.9448966390371887e-01 2.52129049e-02
- 36 +3.9351423238681266e-01 5.60677866e-02
- 37 +3.9082703288308568e-01 4.26859586e-02
- 38 +3.7139409489868136e-01 1.26067835e-01
- 39 +2.8085932518253526e-01 1.70133509e-01
- 40 +2.7330384726281814e-01 1.95523507e-01
- 41 +2.4806985554269162e-01 1.31192016e-01
- 42 +2.3748356968454920e-01 8.71616829e-02
- 43 +2.3501927152342389e-01 7.02789537e-02
- 44 +2.3183578112546338e-01 2.62025296e-02
- 45 +2.3154208568082749e-01 1.67845346e-02
- 46 +2.3139316710346300e-01 8.27285074e-03
- 47 +2.3136034106523354e-01 4.64818210e-03
- 48 +2.3134548827742521e-01 4.53144806e-04
- 49 +2.3134540503271503e-01 2.91010390e-04
- 50 +2.3134535764073319e-01 1.25662481e-04
- 51 +2.3134534692621381e-01 1.24751216e-05
- 52 +2.3134534685831357e-01 7.44008265e-06
- 53 +2.3134534684658337e-01 6.16933546e-06
- 54 +2.3134534682129679e-01 5.12152219e-07
- Terminated - min grad norm reached after 54 iterations, 24.53 seconds.
+ 1 +5.4993226050368416e-01 5.18285173e-01
+ 2 +3.4883000507542844e-01 1.96795818e-01
+ 3 +2.9841234004693890e-01 2.33029475e-01
+ 4 +2.3976476757548179e-01 1.38593951e-01
+ 5 +2.3614468346177828e-01 1.19615394e-01
+ 6 +2.2586536502789240e-01 4.82430685e-02
+ 7 +2.2451030967794622e-01 2.56564039e-02
+ 8 +2.2421446331083625e-01 1.47932578e-02
+ 9 +2.2407441444450052e-01 1.12040327e-03
+ 10 +2.2407365923337522e-01 3.78899763e-04
+ 11 +2.2407356874011675e-01 1.79740810e-05
+ 12 +2.2407356862959993e-01 1.25643005e-05
+ 13 +2.2407356853043561e-01 1.40415001e-06
+ 14 +2.2407356852925220e-01 3.41183585e-07
+ Terminated - min grad norm reached after 14 iterations, 6.78 seconds.
Plot 2D projections
-#############################################################################
+-------------------
@@ -256,7 +216,7 @@ Plot 2D projections
-**Total running time of the script:** ( 0 minutes 25.326 seconds)
+**Total running time of the script:** ( 0 minutes 7.637 seconds)