Optimizer classification grid search in tree slicer

[luca-rossi]

…lytics

Description

Related Issue

Type of Change

• 📚 Examples / docs / tutorials / dependencies update
• 🔧 Bug fix (non-breaking change which fixes an issue)
• 🥂 Improvement (non-breaking change which improves an existing feature)
• 🚀 New feature (non-breaking change which adds functionality)
• 💥 Breaking change (fix or feature that would cause existing functionality to change)
• 🔐 Security fix

Checklist

• I've read the CODE_OF_CONDUCT.md document.
• I've read the CONTRIBUTING.md guide.
• I've updated the code style using make codestyle.
• I've written tests for all new methods and classes that I created.
• I've written the docstring in Google format for all the methods and classes that I used.

[linear]

GSK-2554 Slowness in spurious correlation detector

[mattbit]

Values of Gini impurity reported by @luca-rossi by experimenting on 25 different models/datasets:

Min: 0.13991769547325106, Max: 0.6429414741103052, Mode: %s Classification
Min: 0.42965154503616043, Max: 0.6427296171394565, Mode: %s Classification
Min: 0.19451530612244894, Max: 0.602788279773157, Mode: %s Classification
Min: 0.19132653061224492, Max: 0.6244444444444445, Mode: %s Classification
Min: 0.30583900226757366, Max: 0.6261111111111111, Mode: %s Classification
Min: 0.24058810425484523, Max: 0.6131656804733727, Mode: %s Classification
Min: 0.5181402848696587, Max: 0.6404081632653061, Mode: %s Classification
Min: 0.08317580340264652, Max: 0.6397334443981675, Mode: %s Classification
Min: 0.08317580340264652, Max: 0.6294444444444445, Mode: %s Classification
Min: 0.25566106647187725, Max: 0.6416831032215647, Mode: %s Classification
Min: 0.11072664359861595, Max: 0.6127777777777778, Mode: %s Classification
Min: 0.09280190362879237, Max: 0.5509259259259259, Mode: %s Classification
Min: 0.3835616438356164, Max: 0.6309233229526134, Mode: %s Classification
Min: 0.353185595567867, Max: 0.5996430696014277, Mode: %s Classification
Min: 0.27055150884495316, Max: 0.6038062283737025, Mode: %s Classification
Min: 0.4377777777777778, Max: 0.5553633217993079, Mode: %s Classification
Min: 0.4881299458558934, Max: 0.6643598615916955, Mode: %s Classification
Min: 0.5639500297441999, Max: 0.6663648709823449, Mode: %s Classification
Min: 0.05551020408163265, Max: 0.6137543252595156, Mode: %s Classification
Min: 0.29714285714285715, Max: 0.5887573964497042, Mode: %s Classification
Min: 0.49020408163265305, Max: 0.66219723183391, Mode: %s Classification
Min: 0.060546875, Max: 0.6385041551246537, Mode: %s Classification
Min: 0.5289256198347108, Max: 0.6659729448491155, Mode: %s Classification
Min: 0.3949652777777778, Max: 0.5, Mode: %s Classification
Min: 0.36815193571950333, Max: 0.5, Mode: %s Classification
Min: 0.43827611395178967, Max: 0.5, Mode: %s Classification
Min: 0.4054820415879017, Max: 0.49991566874683757, Mode: %s Classification
Min: 0.0, Max: 0.12444444444444447, Mode: %s Classification
Min: 0.13991769547325106, Max: 0.6377777777777778, Mode: %s Classification
Min: 0.1721536351165981, Max: 0.6116071428571428, Mode: %s Classification
Min: 0.257201646090535, Max: 0.65087890625, Mode: %s Classification
Min: 0.13991769547325106, Max: 0.6385041551246537, Mode: %s Classification
Min: 0.12192816635160686, Max: 0.6259040105193951, Mode: %s Classification
Min: 0.1472, Max: 0.6029877772747849, Mode: %s Classification
Min: 0.18000000000000005, Max: 0.6247165532879819, Mode: %s Classification
Min: 0.3077500469131169, Max: 0.625, Mode: %s Classification
Min: 0.45369406867845996, Max: 0.6660494015580857, Mode: %s Classification
Min: 0.5573169789189902, Max: 0.6458768123557999, Mode: %s Classification
Min: 0.1022644265887509, Max: 0.5, Mode: %s Classification
Min: 0.14201183431952658, Max: 0.4921875, Mode: %s Classification
Min: 0.32498740236835477, Max: 0.6145404663923182, Mode: %s Classification
Min: 0.3673094582185491, Max: 0.5, Mode: %s Classification
Min: 0.3161865569272977, Max: 0.6432291666666667, Mode: %s Classification
Min: 0.22646604938271608, Max: 0.5707649876614893, Mode: %s Classification

[sonarcloud]

Quality Gate passed

Kudos, no new issues were introduced!

0 New issues
0 Security Hotspots
80.0% Coverage on New Code
0.0% Duplication on New Code

See analysis details on SonarCloud