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ResearchFormerly WizWand

Classification on Wine

99.1AccuracySVM
81.9486.39590.8595.305Feb 9, 2021Dec 16, 2021Oct 22, 2022Aug 29, 2023Jul 4, 2024May 10, 2025Mar 17, 2026
Updated 7mo ago

Evaluation results

MethodLinks
SVM2026.0399.1
Logistic RegressionAnalysis Tool=LAMBDA, Evaluation Protocol=5-fold cross-validation2024.0798.89
SVMAnalysis Tool=LAMBDA, Evaluation Protocol=5-fold cross-validation2024.0798.89
Gradient BoostAnalysis Tool=R, Evaluation Protocol=5-fold cross-validation2024.0798.89
Neural NetworkAnalysis Tool=R, Evaluation Protocol=5-fold cross-validation2024.0798.87
XGBoostAnalysis Tool=R, Evaluation Protocol=5-fold cross-validation2024.0798.87
Logistic RegressionAnalysis Tool=R, Evaluation Protocol=5-fold cross-validation2024.0798.86
SVMAnalysis Tool=R, Evaluation Protocol=5-fold cross-validation2024.0798.33
Random ForestAnalysis Tool=LAMBDA, Evaluation Protocol=5-fold cross-validation2024.0798.33
Random ForestAnalysis Tool=R, Evaluation Protocol=5-fold cross-validation2024.0798.3
RFvalidation_strategy=5-fold cross validation2021.0997.78
RRLvalidation_strategy=5-fold cross validation2021.0997.76
AdaBoostAnalysis Tool=R, Evaluation Protocol=5-fold cross-validation2024.0797.71
LDS2021.0297.3
CRSvalidation_strategy=5-fold cross validation2021.0997.22
IDGL2021.0297
NTK-ECRN2025.1297
Bipolar2026.0396.7
BaggingAnalysis Tool=LAMBDA, Evaluation Protocol=5-fold cross-validation2024.0796.65
Gradient BoostAnalysis Tool=LAMBDA, Evaluation Protocol=5-fold cross-validation2024.0796.65
SLAPSGenerator=FP2021.0296.6
BaggingAnalysis Tool=R, Evaluation Protocol=5-fold cross-validation2024.0796.6
SLAPSGenerator=MLP-D2021.0296.5
ResNet-182025.1296.5
SLAPSGenerator=MLP2021.0296.3
MLP2021.0296.1
LightGBMvalidation_strategy=5-fold cross validation2021.0996.08
XGBoostvalidation_strategy=5-fold cross validation2021.0996.06
MLP2025.1296
LRvalidation_strategy=5-fold cross validation2021.0995.54
XGBoostAnalysis Tool=LAMBDA, Evaluation Protocol=5-fold cross-validation2024.0795.54
Standard NTK2025.1295.2
CORELSvalidation_strategy=5-fold cross validation2021.0994.52
AdaBoostAnalysis Tool=LAMBDA, Evaluation Protocol=5-fold cross-validation2024.0793.89
C4.5validation_strategy=5-fold cross validation2021.0993.83
kNN-GCN2021.0293.5
SBRLvalidation_strategy=5-fold cross validation2021.0992.7
n-ARIA2026.0392.4
Decision TreeAnalysis Tool=LAMBDA, Evaluation Protocol=5-fold cross-validation2024.0792.14
ARIA2026.0391.7
SVMvalidation_strategy=5-fold cross validation2021.0991.03
Decision TreeAnalysis Tool=R, Evaluation Protocol=5-fold cross-validation2024.0790.91
PLNN(MLP)validation_strategy=5-fold cross validation2021.0990.52
CARTvalidation_strategy=5-fold cross validation2021.0990.46
Neural NetworkAnalysis Tool=LAMBDA, Evaluation Protocol=5-fold cross-validation2024.0782.6