Kaggle & UCI Experiments

Below you’ll find the results of applying KXY’s data-valuation and model-free variable selection analyses to dozens of the most popular Kaggle and UCI regression and classification experiments.

Kaggle Experiments

• Heart Attack (Kaggle, Classification, n=303, d=13, 2 classes)

• House Prices Advanced (Kaggle, Regression, n=1460, d=79)

• Titanic (Kaggle, Classification, n=891, d=11, 2 classes)

• Water Quality (Kaggle, Classification, n=3276, d=9, 2 classes)

UCI Experiments

• APS Failure (UCI, Classification, n=76000, d=170, 2 classes)

• Abalone (UCI, Regression, n=4177, d=8)

• Adult (UCI, Classification, n=48843, d=14, 3 classes)

• Air Foil (UCI, Regression, n=1503, d=5)

• Air Quality (UCI, Regression, n=8991, d=14)

• Avila (UCI, Classification, n=20867, d=10, 12 classes)

• Bank Marketing (UCI, Classification, n=41188, d=20, 2 classes)

• Bank Note (UCI, Classification, n=1372, d=4, 2 classes)

• Bike Sharing (UCI, Regression, n=17379, d=18)

• Blog Feedback (UCI, Regression, n=60021, d=280)

• Card Default (UCI, Classification, n=30000, d=23, 2 classes)

• Concrete (UCI, Regression, n=1030, d=8)

• CT Slices (UCI, Regression, n=53500, d=385)

• Diabetic Retinopathy (UCI, Classification, n=1151, d=19, 2 classes)

• EEG Eye State (UCI, Classification, n=14980, d=14, 2 classes)

• Energy Efficiency (UCI, Regression, n=768, d=8)

• Facebook Comments (UCI, Regression, n=209074, d=53)

• Landsat (UCI, Classification, n=6435, d=36, 6 classes)

• Letter Recognition (UCI, Classification, n=20000, d=16, 26 classes)

• Magic Gamma (UCI, Classification, n=19020, d=10, 2 classes)

• Naval Propulsion (UCI, Regression, n=11934, d=16)

• Online News (UCI, Regression, n=39644, d=58)

• Parkinson (UCI, Regression, n=5875, d=20)

• Power Plant (UCI, Regression, n=9568, d=4)

• Real Estate (UCI, Regression, n=414, d=6)

• Sensorless Drive (UCI, Classification, n=58509, d=48, 11 classes)

• Shuttle (UCI, Classification, n=58000, d=9, 7 classes)

• Skin Segmentation (UCI, Classification, n=245057, d=3, 2 classes)

• Social Media Buzz (UCI, Regression, n=583250, d=77)

• Superconductivity (UCI, Regression, n=21263, d=81)

• White Wine Quality (UCI, Regression, n=4898, d=11)

• Yacht Hydrodynamics (UCI, Regression, n=308, d=6)

• Year Prediction MSD (UCI, Regression, n=515345, d=90)