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Benchmarks
Stationary Linear Regression on KCHSD 1.0 (test)
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0.5786
R2 Score
Batch Regression (Pseudo-Inverse)
0.476972
0.503353
0.529735
0.556117
Dec 14, 2025
R2 Score
Execution Time (s)
Updated 4d ago
Evaluation Results
Method
Method
Links
R2 Score
Execution Time (s)
Batch Regression (Pseudo-Inverse)
method=Pseudo-Inverse
2025.12
0.5786
0.0221
MBGD
eta=0.01, K=M * 5, epo...
2025.12
0.5743
0.1756
OLR-WA
alpha=0.1, BK=N * 0.1,...
2025.12
0.574
0.0837
SGD
eta=0.0001, epochs=N * 2
2025.12
0.5728
0.3135
OLR
eta=0.001, epochs=N *...
2025.12
0.5704
0.9502
ORR
eta=0.001, epochs=N *...
2025.12
0.5643
0.8806
LMS
eta=0.0001
2025.12
0.5634
0.1162
PA
C=0.1, epsilon=0.1
2025.12
0.5353
0.1202
RLS
lambda=0.99, delta=0.01
2025.12
0.4809
0.1836
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